Overview

Brought to you by YData

Dataset statistics

Number of variables	37
Number of observations	1670214
Missing cells	11109336
Missing cells (%)	18.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.9 GiB
Average record size in memory	1.2 KiB

Variable types

Numeric	19
Categorical	17
Boolean	1

Alerts

`AMT_ANNUITY` is highly overall correlated with `AMT_APPLICATION` and 2 other fields	High correlation
`AMT_APPLICATION` is highly overall correlated with `AMT_ANNUITY` and 3 other fields	High correlation
`AMT_CREDIT` is highly overall correlated with `AMT_ANNUITY` and 4 other fields	High correlation
`AMT_DOWN_PAYMENT` is highly overall correlated with `RATE_DOWN_PAYMENT`	High correlation
`AMT_GOODS_PRICE` is highly overall correlated with `AMT_ANNUITY` and 3 other fields	High correlation
`CHANNEL_TYPE` is highly overall correlated with `NAME_CONTRACT_TYPE` and 2 other fields	High correlation
`CNT_PAYMENT` is highly overall correlated with `AMT_APPLICATION` and 3 other fields	High correlation
`CODE_REJECT_REASON` is highly overall correlated with `NAME_CONTRACT_STATUS`	High correlation
`DAYS_DECISION` is highly overall correlated with `DAYS_FIRST_DUE` and 4 other fields	High correlation
`DAYS_FIRST_DRAWING` is highly overall correlated with `FLAG_LAST_APPL_PER_CONTRACT` and 6 other fields	High correlation
`DAYS_FIRST_DUE` is highly overall correlated with `DAYS_DECISION` and 10 other fields	High correlation
`DAYS_LAST_DUE` is highly overall correlated with `DAYS_DECISION` and 6 other fields	High correlation
`DAYS_LAST_DUE_1ST_VERSION` is highly overall correlated with `AMT_CREDIT` and 12 other fields	High correlation
`DAYS_TERMINATION` is highly overall correlated with `DAYS_DECISION` and 10 other fields	High correlation
`FLAG_LAST_APPL_PER_CONTRACT` is highly overall correlated with `DAYS_FIRST_DRAWING` and 8 other fields	High correlation
`NAME_CASH_LOAN_PURPOSE` is highly overall correlated with `NAME_CONTRACT_TYPE` and 4 other fields	High correlation
`NAME_CONTRACT_STATUS` is highly overall correlated with `CODE_REJECT_REASON` and 10 other fields	High correlation
`NAME_CONTRACT_TYPE` is highly overall correlated with `CHANNEL_TYPE` and 13 other fields	High correlation
`NAME_GOODS_CATEGORY` is highly overall correlated with `NAME_CONTRACT_TYPE` and 1 other fields	High correlation
`NAME_PAYMENT_TYPE` is highly overall correlated with `DAYS_FIRST_DRAWING` and 1 other fields	High correlation
`NAME_PORTFOLIO` is highly overall correlated with `CHANNEL_TYPE` and 12 other fields	High correlation
`NAME_PRODUCT_TYPE` is highly overall correlated with `NAME_CASH_LOAN_PURPOSE` and 4 other fields	High correlation
`NAME_SELLER_INDUSTRY` is highly overall correlated with `NAME_CONTRACT_TYPE` and 2 other fields	High correlation
`NAME_YIELD_GROUP` is highly overall correlated with `DAYS_FIRST_DRAWING` and 7 other fields	High correlation
`NFLAG_INSURED_ON_APPROVAL` is highly overall correlated with `FLAG_LAST_APPL_PER_CONTRACT` and 5 other fields	High correlation
`NFLAG_LAST_APPL_IN_DAY` is highly overall correlated with `FLAG_LAST_APPL_PER_CONTRACT`	High correlation
`PRODUCT_COMBINATION` is highly overall correlated with `DAYS_FIRST_DRAWING` and 11 other fields	High correlation
`RATE_DOWN_PAYMENT` is highly overall correlated with `AMT_DOWN_PAYMENT`	High correlation
`RATE_INTEREST_PRIMARY` is highly overall correlated with `FLAG_LAST_APPL_PER_CONTRACT` and 7 other fields	High correlation
`RATE_INTEREST_PRIVILEGED` is highly overall correlated with `CHANNEL_TYPE` and 14 other fields	High correlation
`FLAG_LAST_APPL_PER_CONTRACT` is highly imbalanced (95.4%)	Imbalance
`NFLAG_LAST_APPL_IN_DAY` is highly imbalanced (96.6%)	Imbalance
`NAME_CASH_LOAN_PURPOSE` is highly imbalanced (71.5%)	Imbalance
`CODE_REJECT_REASON` is highly imbalanced (66.2%)	Imbalance
`NAME_GOODS_CATEGORY` is highly imbalanced (52.9%)	Imbalance
`AMT_ANNUITY` has 372235 (22.3%) missing values	Missing
`AMT_DOWN_PAYMENT` has 895844 (53.6%) missing values	Missing
`AMT_GOODS_PRICE` has 385515 (23.1%) missing values	Missing
`RATE_DOWN_PAYMENT` has 895844 (53.6%) missing values	Missing
`RATE_INTEREST_PRIMARY` has 1664263 (99.6%) missing values	Missing
`RATE_INTEREST_PRIVILEGED` has 1664263 (99.6%) missing values	Missing
`NAME_TYPE_SUITE` has 820405 (49.1%) missing values	Missing
`CNT_PAYMENT` has 372230 (22.3%) missing values	Missing
`DAYS_FIRST_DRAWING` has 673065 (40.3%) missing values	Missing
`DAYS_FIRST_DUE` has 673065 (40.3%) missing values	Missing
`DAYS_LAST_DUE_1ST_VERSION` has 673065 (40.3%) missing values	Missing
`DAYS_LAST_DUE` has 673065 (40.3%) missing values	Missing
`DAYS_TERMINATION` has 673065 (40.3%) missing values	Missing
`NFLAG_INSURED_ON_APPROVAL` has 673065 (40.3%) missing values	Missing
`AMT_DOWN_PAYMENT` is highly skewed (γ1 = 36.47657581)	Skewed
`SELLERPLACE_AREA` is highly skewed (γ1 = 529.6202788)	Skewed
`SK_ID_PREV` is uniformly distributed	Uniform
`SK_ID_PREV` has unique values	Unique
`AMT_APPLICATION` has 392402 (23.5%) zeros	Zeros
`AMT_CREDIT` has 336768 (20.2%) zeros	Zeros
`AMT_DOWN_PAYMENT` has 369854 (22.1%) zeros	Zeros
`RATE_DOWN_PAYMENT` has 369854 (22.1%) zeros	Zeros
`SELLERPLACE_AREA` has 60523 (3.6%) zeros	Zeros
`CNT_PAYMENT` has 144985 (8.7%) zeros	Zeros

Reproduction

Analysis started	2025-02-02 09:12:54.210496
Analysis finished	2025-02-02 09:22:21.134692
Duration	9 minutes and 26.92 seconds
Software version	ydata-profiling vv4.12.2
Download configuration	config.json

SK_ID_PREV
Real number (ℝ)

Uniform Unique

Distinct	1670214
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1923089.1

Minimum	1000001
Maximum	2845382
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.7 MiB

Quantile statistics

Minimum	1000001
5-th percentile	1092565.3
Q1	1461857.2
median	1923110.5
Q3	2384279.8
95-th percentile	2753178.3
Maximum	2845382
Range	1845381
Interquartile range (IQR)	922422.5

Descriptive statistics

Standard deviation	532597.96
Coefficient of variation (CV)	0.27694918
Kurtosis	-1.1997524
Mean	1923089.1
Median Absolute Deviation (MAD)	461211.5
Skewness	-0.00057313346
Sum	3.2119704 × 10¹²
Variance	2.8366059 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2030495	1	< 0.1%
1035848	1	< 0.1%
1526498	1	< 0.1%
2148893	1	< 0.1%
2437429	1	< 0.1%
1624541	1	< 0.1%
2095602	1	< 0.1%
1203077	1	< 0.1%
2842426	1	< 0.1%
1758596	1	< 0.1%
Other values (1670204)	1670204	> 99.9%

Value	Count	Frequency (%)
1000001	1	< 0.1%
1000002	1	< 0.1%
1000003	1	< 0.1%
1000004	1	< 0.1%
1000005	1	< 0.1%
1000006	1	< 0.1%
1000007	1	< 0.1%
1000008	1	< 0.1%
1000009	1	< 0.1%
1000010	1	< 0.1%

Value	Count	Frequency (%)
2845382	1	< 0.1%
2845381	1	< 0.1%
2845379	1	< 0.1%
2845378	1	< 0.1%
2845377	1	< 0.1%
2845373	1	< 0.1%
2845372	1	< 0.1%
2845370	1	< 0.1%
2845369	1	< 0.1%
2845368	1	< 0.1%

SK_ID_CURR
Real number (ℝ)

Distinct	338857
Distinct (%)	20.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	278357.17

Minimum	100001
Maximum	456255
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.7 MiB

Quantile statistics

Minimum	100001
5-th percentile	117930
Q1	189329
median	278714.5
Q3	367514
95-th percentile	438443
Maximum	456255
Range	356254
Interquartile range (IQR)	178185

Descriptive statistics

Standard deviation	102814.82
Coefficient of variation (CV)	0.36936294
Kurtosis	-1.199259
Mean	278357.17
Median Absolute Deviation (MAD)	89120.5
Skewness	-0.0033025438
Sum	4.6491605 × 10¹¹
Variance	1.0570888 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
187868	77	< 0.1%
265681	73	< 0.1%
173680	72	< 0.1%
242412	68	< 0.1%
206783	67	< 0.1%
156367	66	< 0.1%
389950	64	< 0.1%
382179	64	< 0.1%
198355	63	< 0.1%
345161	62	< 0.1%
Other values (338847)	1669538	> 99.9%

Value	Count	Frequency (%)
100001	1	< 0.1%
100002	1	< 0.1%
100003	3	< 0.1%
100004	1	< 0.1%
100005	2	< 0.1%
100006	9	< 0.1%
100007	6	< 0.1%
100008	5	< 0.1%
100009	7	< 0.1%
100010	1	< 0.1%

Value	Count	Frequency (%)
456255	8	< 0.1%
456254	2	< 0.1%
456253	2	< 0.1%
456252	1	< 0.1%
456251	1	< 0.1%
456250	8	< 0.1%
456249	2	< 0.1%
456248	4	< 0.1%
456247	5	< 0.1%
456246	2	< 0.1%

NAME_CONTRACT_TYPE
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	110.4 MiB

Cash loans	747553
Consumer loans	729151
Revolving loans	193164
XNA	346

Length

Max length	15
Median length	14
Mean length	12.323057
Min length	3

Characters and Unicode

Total characters	20582142
Distinct characters	19
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Consumer loans
2nd row	Cash loans
3rd row	Cash loans
4th row	Cash loans
5th row	Cash loans

Common Values

Value	Count	Frequency (%)
Cash loans	747553	44.8%
Consumer loans	729151	43.7%
Revolving loans	193164	11.6%
XNA	346	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
loans	1669868	50.0%
cash	747553	22.4%
consumer	729151	21.8%
revolving	193164	5.8%
xna	346	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
s	3146572	15.3%
o	2592183	12.6%
n	2592183	12.6%
a	2417421	11.7%
l	1863032	9.1%
	1669868	8.1%
C	1476704	7.2%
e	922315	4.5%
h	747553	3.6%
r	729151	3.5%
Other values (9)	2425160	11.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	20582142	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
s	3146572	15.3%
o	2592183	12.6%
n	2592183	12.6%
a	2417421	11.7%
l	1863032	9.1%
	1669868	8.1%
C	1476704	7.2%
e	922315	4.5%
h	747553	3.6%
r	729151	3.5%
Other values (9)	2425160	11.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	20582142	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
s	3146572	15.3%
o	2592183	12.6%
n	2592183	12.6%
a	2417421	11.7%
l	1863032	9.1%
	1669868	8.1%
C	1476704	7.2%
e	922315	4.5%
h	747553	3.6%
r	729151	3.5%
Other values (9)	2425160	11.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	20582142	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
s	3146572	15.3%
o	2592183	12.6%
n	2592183	12.6%
a	2417421	11.7%
l	1863032	9.1%
	1669868	8.1%
C	1476704	7.2%
e	922315	4.5%
h	747553	3.6%
r	729151	3.5%
Other values (9)	2425160	11.8%

AMT_ANNUITY
Real number (ℝ)

High correlation Missing

Distinct	357959
Distinct (%)	27.6%
Missing	372235
Missing (%)	22.3%
Infinite	0
Infinite (%)	0.0%
Mean	15955.121

Minimum	0
Maximum	418058.15
Zeros	1637
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	12.7 MiB

Quantile statistics

Minimum	0
5-th percentile	2726.595
Q1	6321.78
median	11250
Q3	20658.42
95-th percentile	45336.78
Maximum	418058.15
Range	418058.15
Interquartile range (IQR)	14336.64

Descriptive statistics

Standard deviation	14782.137
Coefficient of variation (CV)	0.92648233
Kurtosis	15.069832
Mean	15955.121
Median Absolute Deviation (MAD)	5979.195
Skewness	2.6925715
Sum	2.0709412 × 10¹⁰
Variance	2.1851158 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2250	31865	1.9%
11250	13974	0.8%
6750	13442	0.8%
9000	12496	0.7%
22500	11903	0.7%
4500	10597	0.6%
13500	7171	0.4%
3375	4806	0.3%
7875	4674	0.3%
38250	4129	0.2%
Other values (357949)	1182922	70.8%
(Missing)	372235	22.3%

Value	Count	Frequency (%)
0	1637	0.1%
579.78	1	< 0.1%
585.855	1	< 0.1%
635.04	1	< 0.1%
637.65	1	< 0.1%
643.59	1	< 0.1%
646.515	2	< 0.1%
656.73	1	< 0.1%
665.19	1	< 0.1%
672.975	1	< 0.1%

Value	Count	Frequency (%)
418058.145	2	< 0.1%
417927.645	2	< 0.1%
393868.665	1	< 0.1%
357733.26	1	< 0.1%
309942	1	< 0.1%
300425.445	1	< 0.1%
298557.585	2	< 0.1%
298427.085	2	< 0.1%
290358	1	< 0.1%
281027.25	1	< 0.1%

AMT_APPLICATION
Real number (ℝ)

High correlation Zeros

Distinct	93885
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	175233.86

Minimum	0
Maximum	6905160
Zeros	392402
Zeros (%)	23.5%
Negative	0
Negative (%)	0.0%
Memory size	12.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	18720
median	71046
Q3	180360
95-th percentile	787500
Maximum	6905160
Range	6905160
Interquartile range (IQR)	161640

Descriptive statistics

Standard deviation	292779.76
Coefficient of variation (CV)	1.6707945
Kurtosis	15.762243
Mean	175233.86
Median Absolute Deviation (MAD)	71046
Skewness	3.3914422
Sum	2.9267805 × 10¹¹
Variance	8.5719989 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	392402	23.5%
45000	47831	2.9%
225000	43543	2.6%
135000	40678	2.4%
450000	38905	2.3%
90000	29367	1.8%
180000	24738	1.5%
270000	20573	1.2%
675000	20227	1.2%
67500	16861	1.0%
Other values (93875)	995089	59.6%

Value	Count	Frequency (%)
0	392402	23.5%
3456	1	< 0.1%
4225.5	1	< 0.1%
4500	4	< 0.1%
5400	1	< 0.1%
5535	1	< 0.1%
5575.5	1	< 0.1%
5580	1	< 0.1%
5710.5	1	< 0.1%
5715	1	< 0.1%

Value	Count	Frequency (%)
6905160	1	< 0.1%
5850000	2	< 0.1%
5085000	1	< 0.1%
4455000	1	< 0.1%
4237875	3	< 0.1%
4185000	1	< 0.1%
4140000	1	< 0.1%
4050000	12	< 0.1%
4005000	1	< 0.1%
3982500	1	< 0.1%

AMT_CREDIT
Real number (ℝ)

High correlation Zeros

Distinct	86803
Distinct (%)	5.2%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	196114.02

Minimum	0
Maximum	6905160
Zeros	336768
Zeros (%)	20.2%
Negative	0
Negative (%)	0.0%
Memory size	12.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	24160.5
median	80541
Q3	216418.5
95-th percentile	886500
Maximum	6905160
Range	6905160
Interquartile range (IQR)	192258

Descriptive statistics

Standard deviation	318574.62
Coefficient of variation (CV)	1.6244357
Kurtosis	14.238793
Mean	196114.02
Median Absolute Deviation (MAD)	80541
Skewness	3.2458146
Sum	3.2755219 × 10¹¹
Variance	1.0148979 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	336768	20.2%
45000	35051	2.1%
225000	21094	1.3%
450000	19954	1.2%
135000	18720	1.1%
180000	17085	1.0%
90000	13781	0.8%
270000	9842	0.6%
900000	7432	0.4%
67500	7245	0.4%
Other values (86793)	1183241	70.8%

Value	Count	Frequency (%)
0	336768	20.2%
3456	1	< 0.1%
4225.5	1	< 0.1%
4500	4	< 0.1%
5139	1	< 0.1%
5143.5	1	< 0.1%
5179.5	1	< 0.1%
5355	1	< 0.1%
5562	1	< 0.1%
5571	1	< 0.1%

Value	Count	Frequency (%)
6905160	1	< 0.1%
4509688.5	1	< 0.1%
4104351	4	< 0.1%
4095000	1	< 0.1%
4085550	1	< 0.1%
4050000	12	< 0.1%
4045711.5	1	< 0.1%
4009500	1	< 0.1%
4005000	1	< 0.1%
3847104	3	< 0.1%

AMT_DOWN_PAYMENT
Real number (ℝ)

High correlation Missing Skewed Zeros

Distinct	29278
Distinct (%)	3.8%
Missing	895844
Missing (%)	53.6%
Infinite	0
Infinite (%)	0.0%
Mean	6697.4021

Minimum	-0.9
Maximum	3060045
Zeros	369854
Zeros (%)	22.1%
Negative	2
Negative (%)	< 0.1%
Memory size	12.7 MiB

Quantile statistics

Minimum	-0.9
5-th percentile	0
Q1	0
median	1638
Q3	7740
95-th percentile	26184.082
Maximum	3060045
Range	3060045.9
Interquartile range (IQR)	7740

Descriptive statistics

Standard deviation	20921.495
Coefficient of variation (CV)	3.1238225
Kurtosis	2901.845
Mean	6697.4021
Median Absolute Deviation (MAD)	1638
Skewness	36.476576
Sum	5.1862673 × 10⁹
Variance	4.3770897 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	369854	22.1%
4500	21241	1.3%
9000	14747	0.9%
13500	9655	0.6%
22500	8165	0.5%
6750	7709	0.5%
2250	6241	0.4%
18000	4526	0.3%
45000	4059	0.2%
2700	3362	0.2%
Other values (29268)	324811	19.4%
(Missing)	895844	53.6%

Value	Count	Frequency (%)
-0.9	1	< 0.1%
-0.45	1	< 0.1%
0	369854	22.1%
0.045	37	< 0.1%
0.09	40	< 0.1%
0.135	28	< 0.1%
0.18	39	< 0.1%
0.225	54	< 0.1%
0.27	36	< 0.1%
0.315	18	< 0.1%

Value	Count	Frequency (%)
3060045	1	< 0.1%
2475000	1	< 0.1%
2150100	1	< 0.1%
2135700	1	< 0.1%
2118937.5	3	< 0.1%
2034000	1	< 0.1%
2025000	1	< 0.1%
1980000	2	< 0.1%
1964970	1	< 0.1%
1800000	2	< 0.1%

AMT_GOODS_PRICE
Real number (ℝ)

High correlation Missing

Distinct	93885
Distinct (%)	7.3%
Missing	385515
Missing (%)	23.1%
Infinite	0
Infinite (%)	0.0%
Mean	227847.28

Minimum	0
Maximum	6905160
Zeros	6869
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	12.7 MiB

Quantile statistics

Minimum	0
5-th percentile	22882.5
Q1	50841
median	112320
Q3	234000
95-th percentile	900000
Maximum	6905160
Range	6905160
Interquartile range (IQR)	183159

Descriptive statistics

Standard deviation	315396.56
Coefficient of variation (CV)	1.3842454
Kurtosis	12.86636
Mean	227847.28
Median Absolute Deviation (MAD)	69030
Skewness	3.0736897
Sum	2.9271517 × 10¹¹
Variance	9.9474989 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45000	47831	2.9%
225000	43549	2.6%
135000	40666	2.4%
450000	38926	2.3%
90000	29367	1.8%
180000	24736	1.5%
270000	20567	1.2%
675000	20235	1.2%
67500	16857	1.0%
900000	15572	0.9%
Other values (93875)	986393	59.1%
(Missing)	385515	23.1%

Value	Count	Frequency (%)
0	6869	0.4%
3456	1	< 0.1%
4225.5	1	< 0.1%
4500	4	< 0.1%
5400	1	< 0.1%
5535	1	< 0.1%
5575.5	1	< 0.1%
5580	1	< 0.1%
5710.5	1	< 0.1%
5715	1	< 0.1%

Value	Count	Frequency (%)
6905160	1	< 0.1%
5850000	2	< 0.1%
5085000	1	< 0.1%
4455000	1	< 0.1%
4237875	3	< 0.1%
4185000	1	< 0.1%
4140000	1	< 0.1%
4050000	12	< 0.1%
4005000	1	< 0.1%
3982500	1	< 0.1%

WEEKDAY_APPR_PROCESS_START
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	102.3 MiB

TUESDAY	255118
WEDNESDAY	255010
MONDAY	253557
FRIDAY	252048
THURSDAY	249099
Other values (2)	405382

Length

Max length	9
Median length	8
Mean length	7.1972166
Min length	6

Characters and Unicode

Total characters	12020892
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SATURDAY
2nd row	THURSDAY
3rd row	TUESDAY
4th row	MONDAY
5th row	THURSDAY

Common Values

Value	Count	Frequency (%)
TUESDAY	255118	15.3%
WEDNESDAY	255010	15.3%
MONDAY	253557	15.2%
FRIDAY	252048	15.1%
THURSDAY	249099	14.9%
SATURDAY	240631	14.4%
SUNDAY	164751	9.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
tuesday	255118	15.3%
wednesday	255010	15.3%
monday	253557	15.2%
friday	252048	15.1%
thursday	249099	14.9%
saturday	240631	14.4%
sunday	164751	9.9%

Most occurring characters

Value	Count	Frequency (%)
D	1925224	16.0%
A	1910845	15.9%
Y	1670214	13.9%
S	1164609	9.7%
U	909599	7.6%
E	765138	6.4%
T	744848	6.2%
R	741778	6.2%
N	673318	5.6%
W	255010	2.1%
Other values (5)	1260309	10.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	12020892	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
D	1925224	16.0%
A	1910845	15.9%
Y	1670214	13.9%
S	1164609	9.7%
U	909599	7.6%
E	765138	6.4%
T	744848	6.2%
R	741778	6.2%
N	673318	5.6%
W	255010	2.1%
Other values (5)	1260309	10.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	12020892	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
D	1925224	16.0%
A	1910845	15.9%
Y	1670214	13.9%
S	1164609	9.7%
U	909599	7.6%
E	765138	6.4%
T	744848	6.2%
R	741778	6.2%
N	673318	5.6%
W	255010	2.1%
Other values (5)	1260309	10.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	12020892	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
D	1925224	16.0%
A	1910845	15.9%
Y	1670214	13.9%
S	1164609	9.7%
U	909599	7.6%
E	765138	6.4%
T	744848	6.2%
R	741778	6.2%
N	673318	5.6%
W	255010	2.1%
Other values (5)	1260309	10.5%

HOUR_APPR_PROCESS_START
Real number (ℝ)

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.484182

Minimum	0
Maximum	23
Zeros	109
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	12.7 MiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	10
median	12
Q3	15
95-th percentile	18
Maximum	23
Range	23
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.334028
Coefficient of variation (CV)	0.26706019
Kurtosis	-0.27776836
Mean	12.484182
Median Absolute Deviation (MAD)	2
Skewness	-0.025629249
Sum	20851255
Variance	11.115742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
11	192728	11.5%
12	185980	11.1%
10	181690	10.9%
13	172256	10.3%
14	157711	9.4%
15	142965	8.6%
9	127002	7.6%
16	121361	7.3%
17	95064	5.7%
8	73085	4.4%
Other values (14)	220372	13.2%

Value	Count	Frequency (%)
0	109	< 0.1%
1	212	< 0.1%
2	1116	0.1%
3	5035	0.3%
4	9319	0.6%
5	15392	0.9%
6	25759	1.5%
7	45646	2.7%
8	73085	4.4%
9	127002	7.6%

Value	Count	Frequency (%)
23	202	< 0.1%
22	720	< 0.1%
21	4082	0.2%
20	14535	0.9%
19	34089	2.0%
18	64156	3.8%
17	95064	5.7%
16	121361	7.3%
15	142965	8.6%
14	157711	9.4%

FLAG_LAST_APPL_PER_CONTRACT
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

True	1661739
False	8475

Value	Count	Frequency (%)
True	1661739	99.5%
False	8475	0.5%

NFLAG_LAST_APPL_IN_DAY
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	92.4 MiB

1	1664314
0	5900

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1670214
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	1664314	99.6%
0	5900	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1664314	99.6%
0	5900	0.4%

Most occurring characters

Value	Count	Frequency (%)
1	1664314	99.6%
0	5900	0.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1670214	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1664314	99.6%
0	5900	0.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1670214	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1664314	99.6%
0	5900	0.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1670214	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1664314	99.6%
0	5900	0.4%

RATE_DOWN_PAYMENT
Real number (ℝ)

High correlation Missing Zeros

Distinct	207033
Distinct (%)	26.7%
Missing	895844
Missing (%)	53.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.079636815

Minimum	-1.4978763 × 10^-5
Maximum	1
Zeros	369854
Zeros (%)	22.1%
Negative	2
Negative (%)	< 0.1%
Memory size	12.7 MiB

Quantile statistics

Minimum	-1.4978763 × 10^-5
5-th percentile	0
Q1	0
median	0.051605085
Q3	0.10890909
95-th percentile	0.29412643
Maximum	1
Range	1.000015
Interquartile range (IQR)	0.10890909

Descriptive statistics

Standard deviation	0.10782331
Coefficient of variation (CV)	1.353938
Kurtosis	6.2044689
Mean	0.079636815
Median Absolute Deviation (MAD)	0.051605085
Skewness	2.1077129
Sum	61668.361
Variance	0.011625867
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	369854	22.1%
0.1089090909	36341	2.2%
0.2178181818	6482	0.4%
0.3267272727	1081	0.1%
0.5445454545	746	< 0.1%
0.4356363636	449	< 0.1%
0.1042746615	304	< 0.1%
0.1013781431	258	< 0.1%
0.09946035699	252	< 0.1%
0.1000083479	243	< 0.1%
Other values (207023)	358360	21.5%
(Missing)	895844	53.6%

Value	Count	Frequency (%)
-1.497876341 × 10^-5	1	< 0.1%
-1.369340042 × 10^-5	1	< 0.1%
0	369854	22.1%
1.554444933 × 10^-7	1	< 0.1%
2.102938266 × 10^-7	1	< 0.1%
2.168812116 × 10^-7	1	< 0.1%
2.36993259 × 10^-7	1	< 0.1%
2.397769026 × 10^-7	1	< 0.1%
2.548534315 × 10^-7	1	< 0.1%
2.723407444 × 10^-7	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9897398776	1	< 0.1%
0.9807152645	1	< 0.1%
0.9801818182	1	< 0.1%
0.972550305	1	< 0.1%
0.9603411696	1	< 0.1%
0.9588557385	1	< 0.1%
0.9484449299	1	< 0.1%
0.9474932994	1	< 0.1%
0.9447764506	1	< 0.1%

RATE_INTEREST_PRIMARY
Real number (ℝ)

High correlation Missing

Distinct	148
Distinct (%)	2.5%
Missing	1664263
Missing (%)	99.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.18835689

Minimum	0.034781254
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.7 MiB

Quantile statistics

Minimum	0.034781254
5-th percentile	0.14244021
Q1	0.16071631
median	0.18912218
Q3	0.19332993
95-th percentile	0.19691431
Maximum	1
Range	0.96521875
Interquartile range (IQR)	0.032613623

Descriptive statistics

Standard deviation	0.087671105
Coefficient of variation (CV)	0.46545207
Kurtosis	28.204535
Mean	0.18835689
Median Absolute Deviation (MAD)	0.0077779667
Skewness	5.198204
Sum	1120.9118
Variance	0.0076862226
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1891363482	1218	0.1%
0.1424402131	951	0.1%
0.1607163096	821	< 0.1%
0.1933299331	681	< 0.1%
0.1969001473	573	< 0.1%
0.1760030602	241	< 0.1%
0.1891221807	210	< 0.1%
0.1607021421	204	< 0.1%
0.1828176357	187	< 0.1%
0.1969143149	139	< 0.1%
Other values (138)	726	< 0.1%
(Missing)	1664263	99.6%

Value	Count	Frequency (%)
0.03478125354	1	< 0.1%
0.05912104726	2	< 0.1%
0.05913521478	61	< 0.1%
0.0591493823	2	< 0.1%
0.09577241301	2	< 0.1%
0.1037345574	2	< 0.1%
0.1154794288	1	< 0.1%
0.1209622577	1	< 0.1%
0.1276351581	1	< 0.1%
0.1278335033	17	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9029241755	1	< 0.1%
0.8613000113	1	< 0.1%
0.8155105973	1	< 0.1%
0.8067692395	1	< 0.1%
0.7974470135	1	< 0.1%
0.7741981186	1	< 0.1%
0.7449846991	1	< 0.1%
0.7435821149	1	< 0.1%
0.7399977332	1	< 0.1%

RATE_INTEREST_PRIVILEGED
Real number (ℝ)

High correlation Missing

Distinct	25
Distinct (%)	0.4%
Missing	1664263
Missing (%)	99.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.77350254

Minimum	0.37315011
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.7 MiB

Quantile statistics

Minimum	0.37315011
5-th percentile	0.63794926
Q1	0.71564482
median	0.83509514
Q3	0.852537
95-th percentile	0.86733615
Maximum	1
Range	0.62684989
Interquartile range (IQR)	0.13689218

Descriptive statistics

Standard deviation	0.10087859
Coefficient of variation (CV)	0.13041792
Kurtosis	0.25557607
Mean	0.77350254
Median Absolute Deviation (MAD)	0.032241015
Skewness	-1.00768
Sum	4603.1136
Variance	0.01017649
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0.8350951374	1717	0.1%
0.7156448203	1046	0.1%
0.63794926	1039	0.1%
0.8673361522	931	0.1%
0.8525369979	876	0.1%
0.5687103594	127	< 0.1%
0.4244186047	66	< 0.1%
0.5137420719	45	< 0.1%
0.8324524313	40	< 0.1%
0.8451374207	19	< 0.1%
Other values (15)	45	< 0.1%
(Missing)	1664263	99.6%

Value	Count	Frequency (%)
0.3731501057	2	< 0.1%
0.4244186047	66	< 0.1%
0.4365750529	2	< 0.1%
0.4841437632	1	< 0.1%
0.5021141649	1	< 0.1%
0.5137420719	45	< 0.1%
0.5428118393	1	< 0.1%
0.5480972516	1	< 0.1%
0.5687103594	127	< 0.1%
0.6374207188	7	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.8673361522	931	0.1%
0.8546511628	1	< 0.1%
0.8525369979	876	0.1%
0.8451374207	19	< 0.1%
0.8350951374	1717	0.1%
0.8324524313	40	< 0.1%
0.8208245243	1	< 0.1%
0.8065539112	4	< 0.1%
0.7906976744	5	< 0.1%

NAME_CASH_LOAN_PURPOSE
Categorical

High correlation Imbalance

Distinct	25
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	96.1 MiB

XAP	922661
XNA	677918
Repairs	23765
Other	15608
Urgent needs	8412
Other values (20)	21850

Length

Max length	32
Median length	3
Mean length	3.3122025
Min length	3

Characters and Unicode

Total characters	5532087
Distinct characters	41
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	XAP
2nd row	XNA
3rd row	XNA
4th row	XNA
5th row	Repairs

Common Values

Value	Count	Frequency (%)
XAP	922661	55.2%
XNA	677918	40.6%
Repairs	23765	1.4%
Other	15608	0.9%
Urgent needs	8412	0.5%
Buying a used car	2888	0.2%
Building a house or an annex	2693	0.2%
Everyday expenses	2416	0.1%
Medicine	2174	0.1%
Payments on other loans	1931	0.1%
Other values (15)	9748	0.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
xap	922661	53.5%
xna	677918	39.3%
repairs	24562	1.4%
other	17539	1.0%
urgent	8412	0.5%
needs	8412	0.5%
a	8152	0.5%
buying	5434	0.3%
car	4697	0.3%
used	2888	0.2%
Other values (41)	45306	2.6%

Most occurring characters

Value	Count	Frequency (%)
X	1600579	28.9%
A	1600579	28.9%
P	925653	16.7%
N	677918	12.3%
e	104454	1.9%
r	66486	1.2%
	55767	1.0%
a	54954	1.0%
n	52820	1.0%
s	50228	0.9%
Other values (31)	342649	6.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5532087	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
X	1600579	28.9%
A	1600579	28.9%
P	925653	16.7%
N	677918	12.3%
e	104454	1.9%
r	66486	1.2%
	55767	1.0%
a	54954	1.0%
n	52820	1.0%
s	50228	0.9%
Other values (31)	342649	6.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5532087	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
X	1600579	28.9%
A	1600579	28.9%
P	925653	16.7%
N	677918	12.3%
e	104454	1.9%
r	66486	1.2%
	55767	1.0%
a	54954	1.0%
n	52820	1.0%
s	50228	0.9%
Other values (31)	342649	6.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5532087	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
X	1600579	28.9%
A	1600579	28.9%
P	925653	16.7%
N	677918	12.3%
e	104454	1.9%
r	66486	1.2%
	55767	1.0%
a	54954	1.0%
n	52820	1.0%
s	50228	0.9%
Other values (31)	342649	6.2%

NAME_CONTRACT_STATUS
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	103.4 MiB

Approved	1036781
Canceled	316319
Refused	290678
Unused offer	26436

Length

Max length	12
Median length	8
Mean length	7.8892753
Min length	7

Characters and Unicode

Total characters	13176778
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Approved
2nd row	Approved
3rd row	Approved
4th row	Approved
5th row	Refused

Common Values

Value	Count	Frequency (%)
Approved	1036781	62.1%
Canceled	316319	18.9%
Refused	290678	17.4%
Unused offer	26436	1.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
approved	1036781	61.1%
canceled	316319	18.6%
refused	290678	17.1%
unused	26436	1.6%
offer	26436	1.6%

Most occurring characters

Value	Count	Frequency (%)
e	2303647	17.5%
p	2073562	15.7%
d	1670214	12.7%
r	1063217	8.1%
o	1063217	8.1%
A	1036781	7.9%
v	1036781	7.9%
f	343550	2.6%
n	342755	2.6%
u	317114	2.4%
Other values (8)	1925940	14.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	13176778	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	2303647	17.5%
p	2073562	15.7%
d	1670214	12.7%
r	1063217	8.1%
o	1063217	8.1%
A	1036781	7.9%
v	1036781	7.9%
f	343550	2.6%
n	342755	2.6%
u	317114	2.4%
Other values (8)	1925940	14.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	13176778	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	2303647	17.5%
p	2073562	15.7%
d	1670214	12.7%
r	1063217	8.1%
o	1063217	8.1%
A	1036781	7.9%
v	1036781	7.9%
f	343550	2.6%
n	342755	2.6%
u	317114	2.4%
Other values (8)	1925940	14.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	13176778	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	2303647	17.5%
p	2073562	15.7%
d	1670214	12.7%
r	1063217	8.1%
o	1063217	8.1%
A	1036781	7.9%
v	1036781	7.9%
f	343550	2.6%
n	342755	2.6%
u	317114	2.4%
Other values (8)	1925940	14.6%

DAYS_DECISION
Real number (ℝ)

High correlation

Distinct	2922
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-880.67967

Minimum	-2922
Maximum	-1
Zeros	0
Zeros (%)	0.0%
Negative	1670214
Negative (%)	100.0%
Memory size	12.7 MiB

Quantile statistics

Minimum	-2922
5-th percentile	-2559
Q1	-1300
median	-581
Q3	-280
95-th percentile	-85
Maximum	-1
Range	2921
Interquartile range (IQR)	1020

Descriptive statistics

Standard deviation	779.09967
Coefficient of variation (CV)	-0.88465727
Kurtosis	-0.037845835
Mean	-880.67967
Median Absolute Deviation (MAD)	375
Skewness	-1.0530797
Sum	-1.4709235 × 10⁹
Variance	606996.29
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-245	2444	0.1%
-238	2390	0.1%
-210	2375	0.1%
-273	2350	0.1%
-196	2315	0.1%
-224	2305	0.1%
-252	2300	0.1%
-182	2283	0.1%
-240	2279	0.1%
-231	2270	0.1%
Other values (2912)	1646903	98.6%

Value	Count	Frequency (%)
-2922	162	< 0.1%
-2921	158	< 0.1%
-2920	168	< 0.1%
-2919	171	< 0.1%
-2918	185	< 0.1%
-2917	174	< 0.1%
-2916	166	< 0.1%
-2915	169	< 0.1%
-2914	192	< 0.1%
-2913	188	< 0.1%

Value	Count	Frequency (%)
-1	2	< 0.1%
-2	1172	0.1%
-3	1516	0.1%
-4	1507	0.1%
-5	1324	0.1%
-6	1363	0.1%
-7	1697	0.1%
-8	1399	0.1%
-9	1228	0.1%
-10	1138	0.1%

NAME_PAYMENT_TYPE
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	113.5 MiB

Cash through the bank	1033552
XNA	627384
Non-cash from your account	8193
Cashless from the account of the employer	1085

Length

Max length	41
Median length	21
Mean length	14.276163
Min length	3

Characters and Unicode

Total characters	23844247
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Cash through the bank
2nd row	XNA
3rd row	Cash through the bank
4th row	Cash through the bank
5th row	Cash through the bank

Common Values

Value	Count	Frequency (%)
Cash through the bank	1033552	61.9%
XNA	627384	37.6%
Non-cash from your account	8193	0.5%
Cashless from the account of the employer	1085	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
the	1035722	21.6%
cash	1033552	21.5%
through	1033552	21.5%
bank	1033552	21.5%
xna	627384	13.1%
from	9278	0.2%
account	9278	0.2%
non-cash	8193	0.2%
your	8193	0.2%
cashless	1085	< 0.1%
Other values (2)	2170	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
h	4145656	17.4%
	3131745	13.1%
a	2085660	8.7%
t	2078552	8.7%
o	1070664	4.5%
r	1052108	4.4%
n	1051023	4.4%
u	1051023	4.4%
s	1045000	4.4%
e	1038977	4.4%
Other values (14)	6093839	25.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	23844247	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
h	4145656	17.4%
	3131745	13.1%
a	2085660	8.7%
t	2078552	8.7%
o	1070664	4.5%
r	1052108	4.4%
n	1051023	4.4%
u	1051023	4.4%
s	1045000	4.4%
e	1038977	4.4%
Other values (14)	6093839	25.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	23844247	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
h	4145656	17.4%
	3131745	13.1%
a	2085660	8.7%
t	2078552	8.7%
o	1070664	4.5%
r	1052108	4.4%
n	1051023	4.4%
u	1051023	4.4%
s	1045000	4.4%
e	1038977	4.4%
Other values (14)	6093839	25.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	23844247	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
h	4145656	17.4%
	3131745	13.1%
a	2085660	8.7%
t	2078552	8.7%
o	1070664	4.5%
r	1052108	4.4%
n	1051023	4.4%
u	1051023	4.4%
s	1045000	4.4%
e	1038977	4.4%
Other values (14)	6093839	25.6%

CODE_REJECT_REASON
Categorical

High correlation Imbalance

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	95.6 MiB

XAP	1353093
HC	175231
LIMIT	55680
SCO	37467
CLIENT	26436
Other values (4)	22307

Length

Max length	6
Median length	3
Mean length	3.0301039
Min length	2

Characters and Unicode

Total characters	5060922
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	XAP
2nd row	XAP
3rd row	XAP
4th row	XAP
5th row	HC

Common Values

Value	Count	Frequency (%)
XAP	1353093	81.0%
HC	175231	10.5%
LIMIT	55680	3.3%
SCO	37467	2.2%
CLIENT	26436	1.6%
SCOFR	12811	0.8%
XNA	5244	0.3%
VERIF	3535	0.2%
SYSTEM	717	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
xap	1353093	81.0%
hc	175231	10.5%
limit	55680	3.3%
sco	37467	2.2%
client	26436	1.6%
scofr	12811	0.8%
xna	5244	0.3%
verif	3535	0.2%
system	717	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
X	1358337	26.8%
A	1358337	26.8%
P	1353093	26.7%
C	251945	5.0%
H	175231	3.5%
I	141331	2.8%
T	82833	1.6%
L	82116	1.6%
M	56397	1.1%
S	51712	1.0%
Other values (7)	149590	3.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5060922	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
X	1358337	26.8%
A	1358337	26.8%
P	1353093	26.7%
C	251945	5.0%
H	175231	3.5%
I	141331	2.8%
T	82833	1.6%
L	82116	1.6%
M	56397	1.1%
S	51712	1.0%
Other values (7)	149590	3.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5060922	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
X	1358337	26.8%
A	1358337	26.8%
P	1353093	26.7%
C	251945	5.0%
H	175231	3.5%
I	141331	2.8%
T	82833	1.6%
L	82116	1.6%
M	56397	1.1%
S	51712	1.0%
Other values (7)	149590	3.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5060922	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
X	1358337	26.8%
A	1358337	26.8%
P	1353093	26.7%
C	251945	5.0%
H	175231	3.5%
I	141331	2.8%
T	82833	1.6%
L	82116	1.6%
M	56397	1.1%
S	51712	1.0%
Other values (7)	149590	3.0%

NAME_TYPE_SUITE
Categorical

Missing

Distinct	7
Distinct (%)	< 0.1%
Missing	820405
Missing (%)	49.1%
Memory size	99.0 MiB

Unaccompanied	508970
Family	213263
Spouse, partner	67069
Children	31566
Other_B	17624
Other values (2)	11317

Length

Max length	15
Median length	13
Mean length	11.032194
Min length	6

Characters and Unicode

Total characters	9375258
Distinct characters	28
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Unaccompanied
2nd row	Spouse, partner
3rd row	Family
4th row	Unaccompanied
5th row	Unaccompanied

Common Values

Value	Count	Frequency (%)
Unaccompanied	508970	30.5%
Family	213263	12.8%
Spouse, partner	67069	4.0%
Children	31566	1.9%
Other_B	17624	1.1%
Other_A	9077	0.5%
Group of people	2240	0.1%
(Missing)	820405	49.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
unaccompanied	508970	55.2%
family	213263	23.1%
spouse	67069	7.3%
partner	67069	7.3%
children	31566	3.4%
other_b	17624	1.9%
other_a	9077	1.0%
group	2240	0.2%
of	2240	0.2%
people	2240	0.2%

Most occurring characters

Value	Count	Frequency (%)
a	1298272	13.8%
n	1116575	11.9%
c	1017940	10.9%
i	753799	8.0%
m	722233	7.7%
e	705855	7.5%
p	649828	6.9%
o	582759	6.2%
d	540536	5.8%
U	508970	5.4%
Other values (18)	1478491	15.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	9375258	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	1298272	13.8%
n	1116575	11.9%
c	1017940	10.9%
i	753799	8.0%
m	722233	7.7%
e	705855	7.5%
p	649828	6.9%
o	582759	6.2%
d	540536	5.8%
U	508970	5.4%
Other values (18)	1478491	15.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	9375258	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	1298272	13.8%
n	1116575	11.9%
c	1017940	10.9%
i	753799	8.0%
m	722233	7.7%
e	705855	7.5%
p	649828	6.9%
o	582759	6.2%
d	540536	5.8%
U	508970	5.4%
Other values (18)	1478491	15.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	9375258	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	1298272	13.8%
n	1116575	11.9%
c	1017940	10.9%
i	753799	8.0%
m	722233	7.7%
e	705855	7.5%
p	649828	6.9%
o	582759	6.2%
d	540536	5.8%
U	508970	5.4%
Other values (18)	1478491	15.8%

NAME_CLIENT_TYPE
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	102.2 MiB

Repeater	1231261
New	301363
Refreshed	135649
XNA	1941

Length

Max length	9
Median length	8
Mean length	7.1732371
Min length	3

Characters and Unicode

Total characters	11980841
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Repeater
2nd row	Repeater
3rd row	Repeater
4th row	Repeater
5th row	Repeater

Common Values

Value	Count	Frequency (%)
Repeater	1231261	73.7%
New	301363	18.0%
Refreshed	135649	8.1%
XNA	1941	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
repeater	1231261	73.7%
new	301363	18.0%
refreshed	135649	8.1%
xna	1941	0.1%

Most occurring characters

Value	Count	Frequency (%)
e	4402093	36.7%
R	1366910	11.4%
r	1366910	11.4%
p	1231261	10.3%
a	1231261	10.3%
t	1231261	10.3%
N	303304	2.5%
w	301363	2.5%
f	135649	1.1%
s	135649	1.1%
Other values (4)	275180	2.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	11980841	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	4402093	36.7%
R	1366910	11.4%
r	1366910	11.4%
p	1231261	10.3%
a	1231261	10.3%
t	1231261	10.3%
N	303304	2.5%
w	301363	2.5%
f	135649	1.1%
s	135649	1.1%
Other values (4)	275180	2.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	11980841	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	4402093	36.7%
R	1366910	11.4%
r	1366910	11.4%
p	1231261	10.3%
a	1231261	10.3%
t	1231261	10.3%
N	303304	2.5%
w	301363	2.5%
f	135649	1.1%
s	135649	1.1%
Other values (4)	275180	2.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	11980841	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	4402093	36.7%
R	1366910	11.4%
r	1366910	11.4%
p	1231261	10.3%
a	1231261	10.3%
t	1231261	10.3%
N	303304	2.5%
w	301363	2.5%
f	135649	1.1%
s	135649	1.1%
Other values (4)	275180	2.3%

NAME_GOODS_CATEGORY
Categorical

High correlation Imbalance

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	101.6 MiB

XNA	950809
Mobile	224708
Consumer Electronics	121576
Computers	105769
Audio/Video	99441
Other values (23)	167911

Length

Max length	24
Median length	3
Mean length	6.786328
Min length	3

Characters and Unicode

Total characters	11334620
Distinct characters	43
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	Mobile
2nd row	XNA
3rd row	XNA
4th row	XNA
5th row	XNA

Common Values

Value	Count	Frequency (%)
XNA	950809	56.9%
Mobile	224708	13.5%
Consumer Electronics	121576	7.3%
Computers	105769	6.3%
Audio/Video	99441	6.0%
Furniture	53656	3.2%
Photo / Cinema Equipment	25021	1.5%
Construction Materials	24995	1.5%
Clothing and Accessories	23554	1.4%
Auto Accessories	7381	0.4%
Other values (18)	33304	2.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
xna	950809	48.5%
mobile	224708	11.5%
consumer	121576	6.2%
electronics	121576	6.2%
computers	105769	5.4%
audio/video	99441	5.1%
furniture	53656	2.7%
accessories	30935	1.6%
and	26535	1.4%
equipment	25021	1.3%
Other values (30)	199024	10.2%

Most occurring characters

Value	Count	Frequency (%)
A	1091028	9.6%
X	950809	8.4%
N	950809	8.4%
o	944391	8.3%
e	921134	8.1%
i	780621	6.9%
r	561953	5.0%
s	511856	4.5%
u	500151	4.4%
n	456800	4.0%
Other values (33)	3665068	32.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	11334620	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	1091028	9.6%
X	950809	8.4%
N	950809	8.4%
o	944391	8.3%
e	921134	8.1%
i	780621	6.9%
r	561953	5.0%
s	511856	4.5%
u	500151	4.4%
n	456800	4.0%
Other values (33)	3665068	32.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	11334620	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	1091028	9.6%
X	950809	8.4%
N	950809	8.4%
o	944391	8.3%
e	921134	8.1%
i	780621	6.9%
r	561953	5.0%
s	511856	4.5%
u	500151	4.4%
n	456800	4.0%
Other values (33)	3665068	32.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	11334620	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	1091028	9.6%
X	950809	8.4%
N	950809	8.4%
o	944391	8.3%
e	921134	8.1%
i	780621	6.9%
r	561953	5.0%
s	511856	4.5%
u	500151	4.4%
n	456800	4.0%
Other values (33)	3665068	32.3%

NAME_PORTFOLIO
Categorical

High correlation

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	96.3 MiB

POS	691011
Cash	461563
XNA	372230
Cards	144985
Cars	425

Length

Max length	5
Median length	3
Mean length	3.4502166
Min length	3

Characters and Unicode

Total characters	5762600
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	POS
2nd row	Cash
3rd row	Cash
4th row	Cash
5th row	Cash

Common Values

Value	Count	Frequency (%)
POS	691011	41.4%
Cash	461563	27.6%
XNA	372230	22.3%
Cards	144985	8.7%
Cars	425	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pos	691011	41.4%
cash	461563	27.6%
xna	372230	22.3%
cards	144985	8.7%
cars	425	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
P	691011	12.0%
O	691011	12.0%
S	691011	12.0%
C	606973	10.5%
a	606973	10.5%
s	606973	10.5%
h	461563	8.0%
X	372230	6.5%
N	372230	6.5%
A	372230	6.5%
Other values (2)	290395	5.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5762600	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
P	691011	12.0%
O	691011	12.0%
S	691011	12.0%
C	606973	10.5%
a	606973	10.5%
s	606973	10.5%
h	461563	8.0%
X	372230	6.5%
N	372230	6.5%
A	372230	6.5%
Other values (2)	290395	5.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5762600	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
P	691011	12.0%
O	691011	12.0%
S	691011	12.0%
C	606973	10.5%
a	606973	10.5%
s	606973	10.5%
h	461563	8.0%
X	372230	6.5%
N	372230	6.5%
A	372230	6.5%
Other values (2)	290395	5.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5762600	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
P	691011	12.0%
O	691011	12.0%
S	691011	12.0%
C	606973	10.5%
a	606973	10.5%
s	606973	10.5%
h	461563	8.0%
X	372230	6.5%
N	372230	6.5%
A	372230	6.5%
Other values (2)	290395	5.0%

NAME_PRODUCT_TYPE
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	97.4 MiB

XNA	1063666
x-sell	456287
walk-in	150261

Length

Max length	7
Median length	3
Mean length	4.1794327
Min length	3

Characters and Unicode

Total characters	6980547
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	XNA
2nd row	x-sell
3rd row	x-sell
4th row	x-sell
5th row	walk-in

Common Values

Value	Count	Frequency (%)
XNA	1063666	63.7%
x-sell	456287	27.3%
walk-in	150261	9.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
xna	1063666	63.7%
x-sell	456287	27.3%
walk-in	150261	9.0%

Most occurring characters

Value	Count	Frequency (%)
X	1063666	15.2%
N	1063666	15.2%
A	1063666	15.2%
l	1062835	15.2%
-	606548	8.7%
x	456287	6.5%
s	456287	6.5%
e	456287	6.5%
w	150261	2.2%
a	150261	2.2%
Other values (3)	450783	6.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6980547	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
X	1063666	15.2%
N	1063666	15.2%
A	1063666	15.2%
l	1062835	15.2%
-	606548	8.7%
x	456287	6.5%
s	456287	6.5%
e	456287	6.5%
w	150261	2.2%
a	150261	2.2%
Other values (3)	450783	6.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6980547	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
X	1063666	15.2%
N	1063666	15.2%
A	1063666	15.2%
l	1062835	15.2%
-	606548	8.7%
x	456287	6.5%
s	456287	6.5%
e	456287	6.5%
w	150261	2.2%
a	150261	2.2%
Other values (3)	450783	6.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6980547	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
X	1063666	15.2%
N	1063666	15.2%
A	1063666	15.2%
l	1062835	15.2%
-	606548	8.7%
x	456287	6.5%
s	456287	6.5%
e	456287	6.5%
w	150261	2.2%
a	150261	2.2%
Other values (3)	450783	6.5%

CHANNEL_TYPE
Categorical

High correlation

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	116.8 MiB

Credit and cash offices	719968
Country-wide	494690
Stone	212083
Regional / Local	108528
Contact center	71297
Other values (3)	63648

Length

Max length	26
Median length	23
Mean length	16.351602
Min length	5

Characters and Unicode

Total characters	27310675
Distinct characters	30
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Country-wide
2nd row	Contact center
3rd row	Credit and cash offices
4th row	Credit and cash offices
5th row	Credit and cash offices

Common Values

Value	Count	Frequency (%)
Credit and cash offices	719968	43.1%
Country-wide	494690	29.6%
Stone	212083	12.7%
Regional / Local	108528	6.5%
Contact center	71297	4.3%
AP+ (Cash loan)	57046	3.4%
Channel of corporate sales	6150	0.4%
Car dealer	452	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
cash	777014	18.3%
credit	719968	16.9%
offices	719968	16.9%
and	719968	16.9%
country-wide	494690	11.6%
stone	212083	5.0%
regional	108528	2.6%
	108528	2.6%
local	108528	2.6%
center	71297	1.7%
Other values (9)	210893	5.0%

Most occurring characters

Value	Count	Frequency (%)
	2581251	9.5%
e	2417185	8.9%
i	2043154	7.5%
d	1935078	7.1%
a	1861735	6.8%
o	1790590	6.6%
n	1747209	6.4%
c	1697208	6.2%
t	1646782	6.0%
s	1509282	5.5%
Other values (20)	8081201	29.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	27310675	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	2581251	9.5%
e	2417185	8.9%
i	2043154	7.5%
d	1935078	7.1%
a	1861735	6.8%
o	1790590	6.6%
n	1747209	6.4%
c	1697208	6.2%
t	1646782	6.0%
s	1509282	5.5%
Other values (20)	8081201	29.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	27310675	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	2581251	9.5%
e	2417185	8.9%
i	2043154	7.5%
d	1935078	7.1%
a	1861735	6.8%
o	1790590	6.6%
n	1747209	6.4%
c	1697208	6.2%
t	1646782	6.0%
s	1509282	5.5%
Other values (20)	8081201	29.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	27310675	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	2581251	9.5%
e	2417185	8.9%
i	2043154	7.5%
d	1935078	7.1%
a	1861735	6.8%
o	1790590	6.6%
n	1747209	6.4%
c	1697208	6.2%
t	1646782	6.0%
s	1509282	5.5%
Other values (20)	8081201	29.6%

SELLERPLACE_AREA
Real number (ℝ)

Skewed Zeros

Distinct	2097
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	313.95112

Minimum	-1
Maximum	4000000
Zeros	60523
Zeros (%)	3.6%
Negative	762675
Negative (%)	45.7%
Memory size	12.7 MiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	3
Q3	82
95-th percentile	1820
Maximum	4000000
Range	4000001
Interquartile range (IQR)	83

Descriptive statistics

Standard deviation	7127.4435
Coefficient of variation (CV)	22.702399
Kurtosis	296880.64
Mean	313.95112
Median Absolute Deviation (MAD)	4
Skewness	529.62028
Sum	5.2436555 × 10⁸
Variance	50800450
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	762675	45.7%
0	60523	3.6%
50	37401	2.2%
30	34423	2.1%
20	33840	2.0%
100	31409	1.9%
40	24429	1.5%
25	18142	1.1%
15	17175	1.0%
150	16652	1.0%
Other values (2087)	633545	37.9%

Value	Count	Frequency (%)
-1	762675	45.7%
0	60523	3.6%
1	5275	0.3%
2	4374	0.3%
3	5472	0.3%
4	12797	0.8%
5	14942	0.9%
6	7411	0.4%
7	1413	0.1%
8	2022	0.1%

Value	Count	Frequency (%)
4000000	5	< 0.1%
256099	1	< 0.1%
250000	9	< 0.1%
120000	3	< 0.1%
112000	4	< 0.1%
74625	376	< 0.1%
65489	6	< 0.1%
65339	5	< 0.1%
49151	36	< 0.1%
45000	1	< 0.1%

NAME_SELLER_INDUSTRY
Categorical

High correlation

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	105.3 MiB

XNA	855720
Consumer electronics	398265
Connectivity	276029
Furniture	57849
Construction	29781
Other values (6)	52570

Length

Max length	20
Median length	3
Mean length	9.0886252
Min length	3

Characters and Unicode

Total characters	15179949
Distinct characters	30
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Connectivity
2nd row	XNA
3rd row	XNA
4th row	XNA
5th row	XNA

Common Values

Value	Count	Frequency (%)
XNA	855720	51.2%
Consumer electronics	398265	23.8%
Connectivity	276029	16.5%
Furniture	57849	3.5%
Construction	29781	1.8%
Clothing	23949	1.4%
Industry	19194	1.1%
Auto technology	4990	0.3%
Jewelry	2709	0.2%
MLM partners	1215	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
xna	855720	41.2%
consumer	398265	19.2%
electronics	398265	19.2%
connectivity	276029	13.3%
furniture	57849	2.8%
construction	29781	1.4%
clothing	23949	1.2%
industry	19194	0.9%
auto	4990	0.2%
technology	4990	0.2%
Other values (4)	5652	0.3%

Most occurring characters

Value	Count	Frequency (%)
e	1540296	10.1%
n	1515347	10.0%
o	1171553	7.7%
t	1122072	7.4%
c	1107330	7.3%
i	1062415	7.0%
r	966855	6.4%
A	860710	5.7%
N	855720	5.6%
X	855720	5.6%
Other values (20)	4121931	27.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15179949	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	1540296	10.1%
n	1515347	10.0%
o	1171553	7.7%
t	1122072	7.4%
c	1107330	7.3%
i	1062415	7.0%
r	966855	6.4%
A	860710	5.7%
N	855720	5.6%
X	855720	5.6%
Other values (20)	4121931	27.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15179949	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	1540296	10.1%
n	1515347	10.0%
o	1171553	7.7%
t	1122072	7.4%
c	1107330	7.3%
i	1062415	7.0%
r	966855	6.4%
A	860710	5.7%
N	855720	5.6%
X	855720	5.6%
Other values (20)	4121931	27.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15179949	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	1540296	10.1%
n	1515347	10.0%
o	1171553	7.7%
t	1122072	7.4%
c	1107330	7.3%
i	1062415	7.0%
r	966855	6.4%
A	860710	5.7%
N	855720	5.6%
X	855720	5.6%
Other values (20)	4121931	27.2%

CNT_PAYMENT
Real number (ℝ)

High correlation Missing Zeros

Distinct	49
Distinct (%)	< 0.1%
Missing	372230
Missing (%)	22.3%
Infinite	0
Infinite (%)	0.0%
Mean	16.054082

Minimum	0
Maximum	84
Zeros	144985
Zeros (%)	8.7%
Negative	0
Negative (%)	0.0%
Memory size	12.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	12
Q3	24
95-th percentile	48
Maximum	84
Range	84
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	14.567288
Coefficient of variation (CV)	0.90738842
Kurtosis	1.868014
Mean	16.054082
Median Absolute Deviation (MAD)	6
Skewness	1.531403
Sum	20837941
Variance	212.20587
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
12	323049	19.3%
6	190461	11.4%
0	144985	8.7%
10	141851	8.5%
24	137764	8.2%
18	77430	4.6%
36	72583	4.3%
60	53600	3.2%
48	47316	2.8%
8	30349	1.8%
Other values (39)	78596	4.7%
(Missing)	372230	22.3%

Value	Count	Frequency (%)
0	144985	8.7%
3	1100	0.1%
4	26924	1.6%
5	3957	0.2%
6	190461	11.4%
7	1434	0.1%
8	30349	1.8%
9	1236	0.1%
10	141851	8.5%
11	669	< 0.1%

Value	Count	Frequency (%)
84	45	< 0.1%
72	139	< 0.1%
66	10	< 0.1%
60	53600	3.2%
59	4	< 0.1%
54	2104	0.1%
53	1	< 0.1%
48	47316	2.8%
47	3	< 0.1%
46	2	< 0.1%

NAME_YIELD_GROUP
Categorical

High correlation

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	99.8 MiB

XNA	517215
middle	385532
high	353331
low_normal	322095
low_action	92041

Length

Max length	10
Median length	6
Mean length	5.639709
Min length	3

Characters and Unicode

Total characters	9419521
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	middle
2nd row	low_action
3rd row	high
4th row	middle
5th row	high

Common Values

Value	Count	Frequency (%)
XNA	517215	31.0%
middle	385532	23.1%
high	353331	21.2%
low_normal	322095	19.3%
low_action	92041	5.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
xna	517215	31.0%
middle	385532	23.1%
high	353331	21.2%
low_normal	322095	19.3%
low_action	92041	5.5%

Most occurring characters

Value	Count	Frequency (%)
l	1121763	11.9%
i	830904	8.8%
o	828272	8.8%
d	771064	8.2%
m	707627	7.5%
h	706662	7.5%
X	517215	5.5%
A	517215	5.5%
N	517215	5.5%
a	414136	4.4%
Other values (8)	2487448	26.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	9419521	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	1121763	11.9%
i	830904	8.8%
o	828272	8.8%
d	771064	8.2%
m	707627	7.5%
h	706662	7.5%
X	517215	5.5%
A	517215	5.5%
N	517215	5.5%
a	414136	4.4%
Other values (8)	2487448	26.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	9419521	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	1121763	11.9%
i	830904	8.8%
o	828272	8.8%
d	771064	8.2%
m	707627	7.5%
h	706662	7.5%
X	517215	5.5%
A	517215	5.5%
N	517215	5.5%
a	414136	4.4%
Other values (8)	2487448	26.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	9419521	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	1121763	11.9%
i	830904	8.8%
o	828272	8.8%
d	771064	8.2%
m	707627	7.5%
h	706662	7.5%
X	517215	5.5%
A	517215	5.5%
N	517215	5.5%
a	414136	4.4%
Other values (8)	2487448	26.4%

PRODUCT_COMBINATION
Categorical

High correlation

Distinct	17
Distinct (%)	< 0.1%
Missing	346
Missing (%)	< 0.1%
Memory size	119.8 MiB

Cash	285990
POS household with interest	263622
POS mobile with interest	220670
Cash X-Sell: middle	143883
Cash X-Sell: low	130248
Other values (12)	625455

Length

Max length	30
Median length	26
Mean length	18.212805
Min length	4

Characters and Unicode

Total characters	30412981
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	POS mobile with interest
2nd row	Cash X-Sell: low
3rd row	Cash X-Sell: high
4th row	Cash X-Sell: middle
5th row	Cash Street: high

Common Values

Value	Count	Frequency (%)
Cash	285990	17.1%
POS household with interest	263622	15.8%
POS mobile with interest	220670	13.2%
Cash X-Sell: middle	143883	8.6%
Cash X-Sell: low	130248	7.8%
Card Street	112582	6.7%
POS industry with interest	98833	5.9%
POS household without interest	82908	5.0%
Card X-Sell	80582	4.8%
Cash Street: high	59639	3.6%
Other values (7)	190911	11.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
cash	747553	15.0%
pos	729151	14.7%
interest	729151	14.7%
with	607004	12.2%
x-sell	414014	8.3%
household	346530	7.0%
mobile	244752	4.9%
street	240713	4.8%
card	193164	3.9%
middle	178541	3.6%
Other values (6)	543038	10.9%

Most occurring characters

Value	Count	Frequency (%)
	3303743	10.9%
e	3149999	10.4%
t	2928895	9.6%
h	2434078	8.0%
i	2111970	6.9%
s	1937224	6.4%
l	1761933	5.8%
S	1383878	4.6%
r	1300897	4.3%
o	1250475	4.1%
Other values (15)	8849889	29.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	30412981	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	3303743	10.9%
e	3149999	10.4%
t	2928895	9.6%
h	2434078	8.0%
i	2111970	6.9%
s	1937224	6.4%
l	1761933	5.8%
S	1383878	4.6%
r	1300897	4.3%
o	1250475	4.1%
Other values (15)	8849889	29.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	30412981	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	3303743	10.9%
e	3149999	10.4%
t	2928895	9.6%
h	2434078	8.0%
i	2111970	6.9%
s	1937224	6.4%
l	1761933	5.8%
S	1383878	4.6%
r	1300897	4.3%
o	1250475	4.1%
Other values (15)	8849889	29.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	30412981	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	3303743	10.9%
e	3149999	10.4%
t	2928895	9.6%
h	2434078	8.0%
i	2111970	6.9%
s	1937224	6.4%
l	1761933	5.8%
S	1383878	4.6%
r	1300897	4.3%
o	1250475	4.1%
Other values (15)	8849889	29.1%

DAYS_FIRST_DRAWING
Real number (ℝ)

High correlation Missing

Distinct	2838
Distinct (%)	0.3%
Missing	673065
Missing (%)	40.3%
Infinite	0
Infinite (%)	0.0%
Mean	342209.86

Minimum	-2922
Maximum	365243
Zeros	0
Zeros (%)	0.0%
Negative	62705
Negative (%)	3.8%
Memory size	12.7 MiB

Quantile statistics

Minimum	-2922
5-th percentile	-269
Q1	365243
median	365243
Q3	365243
95-th percentile	365243
Maximum	365243
Range	368165
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	88916.116
Coefficient of variation (CV)	0.25982921
Kurtosis	10.969807
Mean	342209.86
Median Absolute Deviation (MAD)	0
Skewness	-3.6013428
Sum	3.4123421 × 10¹¹
Variance	7.9060757 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
365243	934444	55.9%
-228	123	< 0.1%
-212	121	< 0.1%
-224	121	< 0.1%
-223	119	< 0.1%
-220	118	< 0.1%
-210	117	< 0.1%
-235	117	< 0.1%
-240	116	< 0.1%
-226	115	< 0.1%
Other values (2828)	61638	3.7%
(Missing)	673065	40.3%

Value	Count	Frequency (%)
-2922	1	< 0.1%
-2921	2	< 0.1%
-2920	5	< 0.1%
-2919	12	< 0.1%
-2918	7	< 0.1%
-2917	5	< 0.1%
-2916	6	< 0.1%
-2915	7	< 0.1%
-2914	4	< 0.1%
-2913	9	< 0.1%

Value	Count	Frequency (%)
365243	934444	55.9%
-2	20	< 0.1%
-3	14	< 0.1%
-4	10	< 0.1%
-5	14	< 0.1%
-6	20	< 0.1%
-7	20	< 0.1%
-8	15	< 0.1%
-9	21	< 0.1%
-10	22	< 0.1%

DAYS_FIRST_DUE
Real number (ℝ)

High correlation Missing

Distinct	2892
Distinct (%)	0.3%
Missing	673065
Missing (%)	40.3%
Infinite	0
Infinite (%)	0.0%
Mean	13826.269

Minimum	-2892
Maximum	365243
Zeros	0
Zeros (%)	0.0%
Negative	956504
Negative (%)	57.3%
Memory size	12.7 MiB

Quantile statistics

Minimum	-2892
5-th percentile	-2608
Q1	-1628
median	-831
Q3	-411
95-th percentile	-48
Maximum	365243
Range	368135
Interquartile range (IQR)	1217

Descriptive statistics

Standard deviation	72444.87
Coefficient of variation (CV)	5.2396542
Kurtosis	19.570596
Mean	13826.269
Median Absolute Deviation (MAD)	525
Skewness	4.6440959
Sum	1.3786851 × 10¹⁰
Variance	5.2482591 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
365243	40645	2.4%
-334	772	< 0.1%
-509	760	< 0.1%
-208	751	< 0.1%
-330	750	< 0.1%
-292	746	< 0.1%
-691	745	< 0.1%
-270	744	< 0.1%
-299	744	< 0.1%
-327	743	< 0.1%
Other values (2882)	949749	56.9%
(Missing)	673065	40.3%

Value	Count	Frequency (%)
-2892	9	< 0.1%
-2891	55	< 0.1%
-2890	73	< 0.1%
-2889	86	< 0.1%
-2888	96	< 0.1%
-2887	87	< 0.1%
-2886	92	< 0.1%
-2885	121	< 0.1%
-2884	113	< 0.1%
-2883	136	< 0.1%

Value	Count	Frequency (%)
365243	40645	2.4%
-2	14	< 0.1%
-3	136	< 0.1%
-4	132	< 0.1%
-5	182	< 0.1%
-6	175	< 0.1%
-7	157	< 0.1%
-8	156	< 0.1%
-9	176	< 0.1%
-10	168	< 0.1%

DAYS_LAST_DUE_1ST_VERSION
Real number (ℝ)

High correlation Missing

Distinct	4605
Distinct (%)	0.5%
Missing	673065
Missing (%)	40.3%
Infinite	0
Infinite (%)	0.0%
Mean	33767.774

Minimum	-2801
Maximum	365243
Zeros	705
Zeros (%)	< 0.1%
Negative	678188
Negative (%)	40.6%
Memory size	12.7 MiB

Quantile statistics

Minimum	-2801
5-th percentile	-2327
Q1	-1242
median	-361
Q3	129
95-th percentile	365243
Maximum	365243
Range	368044
Interquartile range (IQR)	1371

Descriptive statistics

Standard deviation	106857.03
Coefficient of variation (CV)	3.1644678
Kurtosis	5.7261481
Mean	33767.774
Median Absolute Deviation (MAD)	639
Skewness	2.7794499
Sum	3.3671502 × 10¹⁰
Variance	1.1418426 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
365243	93864	5.6%
9	720	< 0.1%
8	706	< 0.1%
0	705	< 0.1%
5	702	< 0.1%
10	698	< 0.1%
2	688	< 0.1%
6	685	< 0.1%
1	685	< 0.1%
-1	675	< 0.1%
Other values (4595)	897021	53.7%
(Missing)	673065	40.3%

Value	Count	Frequency (%)
-2801	9	< 0.1%
-2800	9	< 0.1%
-2799	6	< 0.1%
-2798	18	< 0.1%
-2797	11	< 0.1%
-2796	24	< 0.1%
-2795	14	< 0.1%
-2794	17	< 0.1%
-2793	22	< 0.1%
-2792	11	< 0.1%

Value	Count	Frequency (%)
365243	93864	5.6%
2389	1	< 0.1%
2098	1	< 0.1%
2090	1	< 0.1%
2032	1	< 0.1%
2016	1	< 0.1%
2011	1	< 0.1%
1993	1	< 0.1%
1990	1	< 0.1%
1954	1	< 0.1%

DAYS_LAST_DUE
Real number (ℝ)

High correlation Missing

Distinct	2873
Distinct (%)	0.3%
Missing	673065
Missing (%)	40.3%
Infinite	0
Infinite (%)	0.0%
Mean	76582.403

Minimum	-2889
Maximum	365243
Zeros	0
Zeros (%)	0.0%
Negative	785928
Negative (%)	47.1%
Memory size	12.7 MiB

Quantile statistics

Minimum	-2889
5-th percentile	-2349
Q1	-1314
median	-537
Q3	-74
95-th percentile	365243
Maximum	365243
Range	368132
Interquartile range (IQR)	1240

Descriptive statistics

Standard deviation	149647.42
Coefficient of variation (CV)	1.9540705
Kurtosis	-0.01044733
Mean	76582.403
Median Absolute Deviation (MAD)	618
Skewness	1.4104726
Sum	7.6364067 × 10¹⁰
Variance	2.2394349 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
365243	211221	12.6%
-245	658	< 0.1%
-188	650	< 0.1%
-239	642	< 0.1%
-167	638	< 0.1%
-247	629	< 0.1%
-305	627	< 0.1%
-268	624	< 0.1%
-236	623	< 0.1%
-160	623	< 0.1%
Other values (2863)	780214	46.7%
(Missing)	673065	40.3%

Value	Count	Frequency (%)
-2889	1	< 0.1%
-2888	1	< 0.1%
-2885	1	< 0.1%
-2884	2	< 0.1%
-2883	3	< 0.1%
-2881	1	< 0.1%
-2878	3	< 0.1%
-2876	1	< 0.1%
-2869	2	< 0.1%
-2867	1	< 0.1%

Value	Count	Frequency (%)
365243	211221	12.6%
-2	30	< 0.1%
-3	402	< 0.1%
-4	501	< 0.1%
-5	444	< 0.1%
-6	531	< 0.1%
-7	559	< 0.1%
-8	548	< 0.1%
-9	568	< 0.1%
-10	569	< 0.1%

DAYS_TERMINATION
Real number (ℝ)

High correlation Missing

Distinct	2830
Distinct (%)	0.3%
Missing	673065
Missing (%)	40.3%
Infinite	0
Infinite (%)	0.0%
Mean	81992.344

Minimum	-2874
Maximum	365243
Zeros	0
Zeros (%)	0.0%
Negative	771236
Negative (%)	46.2%
Memory size	12.7 MiB

Quantile statistics

Minimum	-2874
5-th percentile	-2331
Q1	-1270
median	-499
Q3	-44
95-th percentile	365243
Maximum	365243
Range	368117
Interquartile range (IQR)	1226

Descriptive statistics

Standard deviation	153303.52
Coefficient of variation (CV)	1.8697297
Kurtosis	-0.29327669
Mean	81992.344
Median Absolute Deviation (MAD)	672
Skewness	1.306376
Sum	8.1758584 × 10¹⁰
Variance	2.3501968 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
365243	225913	13.5%
-233	786	< 0.1%
-170	770	< 0.1%
-184	770	< 0.1%
-163	769	< 0.1%
-169	760	< 0.1%
-303	754	< 0.1%
-177	753	< 0.1%
-305	742	< 0.1%
-212	741	< 0.1%
Other values (2820)	764391	45.8%
(Missing)	673065	40.3%

Value	Count	Frequency (%)
-2874	1	< 0.1%
-2870	1	< 0.1%
-2865	1	< 0.1%
-2852	1	< 0.1%
-2848	1	< 0.1%
-2847	1	< 0.1%
-2845	2	< 0.1%
-2844	1	< 0.1%
-2839	3	< 0.1%
-2837	1	< 0.1%

Value	Count	Frequency (%)
365243	225913	13.5%
-2	602	< 0.1%
-3	597	< 0.1%
-4	636	< 0.1%
-5	638	< 0.1%
-6	447	< 0.1%
-7	223	< 0.1%
-8	688	< 0.1%
-9	711	< 0.1%
-10	605	< 0.1%

NFLAG_INSURED_ON_APPROVAL
Categorical

High correlation Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	673065
Missing (%)	40.3%
Memory size	93.0 MiB

0.0	665527
1.0	331622

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2991447
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	665527	39.8%
1.0	331622	19.9%
(Missing)	673065	40.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	665527	66.7%
1.0	331622	33.3%

Most occurring characters

Value	Count	Frequency (%)
0	1662676	55.6%
.	997149	33.3%
1	331622	11.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2991447	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1662676	55.6%
.	997149	33.3%
1	331622	11.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2991447	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1662676	55.6%
.	997149	33.3%
1	331622	11.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2991447	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1662676	55.6%
.	997149	33.3%
1	331622	11.1%

Interactions

Correlations

	AMT_ANNUITY	AMT_APPLICATION	AMT_CREDIT	AMT_DOWN_PAYMENT	AMT_GOODS_PRICE	CHANNEL_TYPE	CNT_PAYMENT	CODE_REJECT_REASON	DAYS_DECISION	DAYS_FIRST_DRAWING	DAYS_FIRST_DUE	DAYS_LAST_DUE	DAYS_LAST_DUE_1ST_VERSION	DAYS_TERMINATION	FLAG_LAST_APPL_PER_CONTRACT	HOUR_APPR_PROCESS_START	NAME_CASH_LOAN_PURPOSE	NAME_CLIENT_TYPE	NAME_CONTRACT_STATUS	NAME_CONTRACT_TYPE	NAME_GOODS_CATEGORY	NAME_PAYMENT_TYPE	NAME_PORTFOLIO	NAME_PRODUCT_TYPE	NAME_SELLER_INDUSTRY	NAME_TYPE_SUITE	NAME_YIELD_GROUP	NFLAG_INSURED_ON_APPROVAL	NFLAG_LAST_APPL_IN_DAY	PRODUCT_COMBINATION	RATE_DOWN_PAYMENT	RATE_INTEREST_PRIMARY	RATE_INTEREST_PRIVILEGED	SELLERPLACE_AREA	SK_ID_CURR	SK_ID_PREV	WEEKDAY_APPR_PROCESS_START
AMT_ANNUITY	1.000	0.830	0.880	0.044	0.889	0.102	0.392	0.046	0.282	0.070	0.232	0.273	0.272	0.250	0.014	-0.049	0.100	0.062	0.062	0.202	0.080	0.024	0.165	0.171	0.089	0.037	0.074	0.163	0.011	0.116	-0.178	-0.092	-0.186	-0.413	0.001	0.013	0.020
AMT_APPLICATION	0.830	1.000	0.917	0.026	1.000	0.118	0.638	0.091	-0.122	0.193	0.276	0.331	0.305	0.278	0.006	0.014	0.101	0.059	0.110	0.136	0.070	0.055	0.206	0.232	0.073	0.047	0.149	0.139	0.003	0.183	-0.198	-0.128	-0.238	0.048	0.001	-0.012	0.018
AMT_CREDIT	0.880	0.917	1.000	-0.095	0.985	0.104	0.549	0.104	-0.155	-0.105	0.309	0.435	0.508	0.438	0.018	0.003	0.125	0.067	0.121	0.153	0.089	0.060	0.205	0.265	0.095	0.053	0.159	0.173	0.016	0.225	-0.327	-0.086	-0.184	-0.009	0.000	-0.012	0.020
AMT_DOWN_PAYMENT	0.044	0.026	-0.095	1.000	0.026	0.189	-0.222	0.028	-0.234	-0.001	-0.225	-0.265	-0.265	-0.262	0.000	0.034	0.000	0.003	0.029	0.002	0.019	0.000	0.231	0.002	0.027	0.000	0.010	0.006	0.000	0.014	0.918	-0.277	-0.409	0.055	0.003	-0.004	0.001
AMT_GOODS_PRICE	0.889	1.000	0.985	0.026	1.000	0.155	0.600	0.095	0.355	-0.039	0.297	0.408	0.477	0.405	0.016	-0.059	0.126	0.084	0.121	0.236	0.104	0.010	0.197	0.234	0.112	0.047	0.136	0.134	0.010	0.180	-0.198	-0.128	-0.238	-0.456	0.001	0.015	0.025
CHANNEL_TYPE	0.102	0.118	0.104	0.189	0.155	1.000	0.224	0.117	0.187	0.270	0.113	0.267	0.299	0.280	0.061	0.078	0.300	0.243	0.331	0.524	0.393	0.252	0.656	0.409	0.437	0.149	0.260	0.498	0.046	0.424	0.090	0.432	0.592	0.002	0.003	0.019	0.076
CNT_PAYMENT	0.392	0.638	0.549	-0.222	0.600	0.224	1.000	0.126	0.175	0.412	0.051	0.149	0.126	0.097	0.122	-0.048	0.224	0.134	0.193	0.570	0.179	0.209	0.490	0.365	0.178	0.083	0.327	0.334	0.087	0.320	-0.335	0.072	-0.055	-0.255	-0.000	0.010	0.041
CODE_REJECT_REASON	0.046	0.091	0.104	0.028	0.095	0.117	0.126	1.000	0.100	0.000	0.000	0.000	0.000	0.000	0.301	0.020	0.118	0.108	0.816	0.167	0.114	0.092	0.208	0.278	0.111	0.056	0.124	0.000	0.235	0.186	0.067	0.109	0.000	0.000	0.002	0.012	0.021
DAYS_DECISION	0.282	-0.122	-0.155	-0.234	0.355	0.187	0.175	0.100	1.000	-0.027	0.974	0.897	0.795	0.849	0.045	-0.043	0.131	0.187	0.317	0.258	0.167	0.238	0.291	0.162	0.166	0.108	0.304	0.252	0.039	0.239	-0.294	0.455	0.638	-0.404	-0.000	0.023	0.033
DAYS_FIRST_DRAWING	0.070	0.193	-0.105	-0.001	-0.039	0.270	0.412	0.000	-0.027	1.000	-0.042	-0.184	-0.406	-0.319	1.000	0.014	0.165	0.128	1.000	0.804	0.325	0.514	0.804	0.334	0.224	0.081	0.804	0.178	0.000	0.804	-0.001	NaN	NaN	0.162	-0.001	-0.001	0.042
DAYS_FIRST_DUE	0.232	0.276	0.309	-0.225	0.297	0.113	0.051	0.000	0.974	-0.042	1.000	0.918	0.828	0.868	1.000	-0.000	0.127	0.100	1.000	0.512	0.190	0.330	0.512	0.241	0.108	0.046	0.512	0.119	0.002	0.513	-0.288	0.462	0.651	-0.173	-0.000	0.002	0.019
DAYS_LAST_DUE	0.273	0.331	0.435	-0.265	0.408	0.267	0.149	0.000	0.897	-0.184	0.918	1.000	0.903	0.963	1.000	-0.013	0.053	0.188	1.000	0.441	0.308	0.261	0.441	0.301	0.277	0.138	0.464	0.013	0.002	0.492	-0.342	0.444	0.605	-0.233	0.001	0.003	0.045
DAYS_LAST_DUE_1ST_VERSION	0.272	0.305	0.508	-0.265	0.477	0.299	0.126	0.000	0.795	-0.406	0.828	0.903	1.000	0.942	1.000	-0.029	0.206	0.150	1.000	0.999	0.405	0.639	0.999	0.432	0.268	0.090	0.999	0.223	0.001	0.999	-0.343	0.461	0.647	-0.318	0.000	0.003	0.049
DAYS_TERMINATION	0.250	0.278	0.438	-0.262	0.405	0.280	0.097	0.000	0.849	-0.319	0.868	0.963	0.942	1.000	1.000	-0.015	0.038	0.197	1.000	0.507	0.330	0.306	0.507	0.322	0.277	0.136	0.527	0.003	0.000	0.550	-0.339	0.442	0.602	-0.237	0.001	0.003	0.047
FLAG_LAST_APPL_PER_CONTRACT	0.014	0.006	0.018	0.000	0.016	0.061	0.122	0.301	0.045	1.000	1.000	1.000	1.000	1.000	1.000	0.008	0.064	0.034	0.156	0.197	0.062	0.092	0.231	0.116	0.029	0.020	0.107	1.000	0.722	0.249	0.000	1.000	1.000	0.000	0.002	0.007	0.009
HOUR_APPR_PROCESS_START	-0.049	0.014	0.003	0.034	-0.059	0.078	-0.048	0.020	-0.043	0.014	-0.000	-0.013	-0.029	-0.015	0.008	1.000	0.047	0.043	0.049	0.090	0.058	0.061	0.072	0.072	0.050	0.036	0.041	0.119	0.006	0.060	0.029	-0.051	-0.059	0.139	0.003	-0.003	0.025
NAME_CASH_LOAN_PURPOSE	0.100	0.101	0.125	0.000	0.126	0.300	0.224	0.118	0.131	0.165	0.127	0.053	0.206	0.038	0.064	0.047	1.000	0.213	0.296	0.577	0.160	0.133	0.472	0.569	0.241	0.131	0.141	0.636	0.045	0.312	0.075	1.000	1.000	0.000	0.004	0.009	0.066
NAME_CLIENT_TYPE	0.062	0.059	0.067	0.003	0.084	0.243	0.134	0.108	0.187	0.128	0.100	0.188	0.150	0.197	0.034	0.043	0.213	1.000	0.187	0.255	0.257	0.121	0.264	0.205	0.241	0.105	0.166	0.176	0.024	0.265	0.086	0.026	0.152	0.002	0.004	0.011	0.060
NAME_CONTRACT_STATUS	0.062	0.110	0.121	0.029	0.121	0.331	0.193	0.816	0.317	1.000	1.000	1.000	1.000	1.000	0.156	0.049	0.296	0.187	1.000	0.297	0.315	0.361	0.550	0.311	0.327	0.075	0.431	1.000	0.110	0.556	0.100	1.000	1.000	0.000	0.001	0.031	0.058
NAME_CONTRACT_TYPE	0.202	0.136	0.153	0.002	0.236	0.524	0.570	0.167	0.258	0.804	0.512	0.441	0.999	0.507	0.197	0.090	0.577	0.255	0.297	1.000	0.570	0.329	0.741	0.481	0.522	0.252	0.374	0.642	0.143	1.000	0.161	1.000	1.000	0.001	0.003	0.017	0.110
NAME_GOODS_CATEGORY	0.080	0.070	0.089	0.019	0.104	0.393	0.179	0.114	0.167	0.325	0.190	0.308	0.405	0.330	0.062	0.058	0.160	0.257	0.315	0.570	1.000	0.264	0.475	0.464	0.728	0.153	0.332	0.466	0.046	0.437	0.093	0.273	0.315	0.029	0.003	0.010	0.081
NAME_PAYMENT_TYPE	0.024	0.055	0.060	0.000	0.010	0.252	0.209	0.092	0.238	0.514	0.330	0.261	0.639	0.306	0.092	0.061	0.133	0.121	0.361	0.329	0.264	1.000	0.443	0.055	0.232	0.042	0.442	0.195	0.064	0.472	0.025	0.244	0.381	0.000	0.003	0.017	0.048
NAME_PORTFOLIO	0.165	0.206	0.205	0.231	0.197	0.656	0.490	0.208	0.291	0.804	0.512	0.441	0.999	0.507	0.231	0.072	0.472	0.264	0.550	0.741	0.475	0.443	1.000	0.713	0.441	0.205	0.505	0.642	0.169	0.806	0.153	1.000	1.000	0.001	0.003	0.021	0.093
NAME_PRODUCT_TYPE	0.171	0.232	0.265	0.002	0.234	0.409	0.365	0.278	0.162	0.334	0.241	0.301	0.432	0.322	0.116	0.072	0.569	0.205	0.311	0.481	0.464	0.055	0.713	1.000	0.375	0.251	0.158	0.473	0.089	0.888	0.159	1.000	1.000	0.001	0.003	0.006	0.090
NAME_SELLER_INDUSTRY	0.089	0.073	0.095	0.027	0.112	0.437	0.178	0.111	0.166	0.224	0.108	0.277	0.268	0.277	0.029	0.050	0.241	0.241	0.327	0.522	0.728	0.232	0.441	0.375	1.000	0.155	0.312	0.478	0.019	0.560	0.087	0.264	0.322	0.008	0.002	0.010	0.077
NAME_TYPE_SUITE	0.037	0.047	0.053	0.000	0.047	0.149	0.083	0.056	0.108	0.081	0.046	0.138	0.090	0.136	0.020	0.036	0.131	0.105	0.075	0.252	0.153	0.042	0.205	0.251	0.155	1.000	0.060	0.132	0.016	0.156	0.033	0.000	0.000	0.000	0.002	0.005	0.056
NAME_YIELD_GROUP	0.074	0.149	0.159	0.010	0.136	0.260	0.327	0.124	0.304	0.804	0.512	0.464	0.999	0.527	0.107	0.041	0.141	0.166	0.431	0.374	0.332	0.442	0.505	0.158	0.312	0.060	1.000	0.256	0.074	0.765	0.168	1.000	1.000	0.005	0.002	0.016	0.044
NFLAG_INSURED_ON_APPROVAL	0.163	0.139	0.173	0.006	0.134	0.498	0.334	0.000	0.252	0.178	0.119	0.013	0.223	0.003	1.000	0.119	0.636	0.176	1.000	0.642	0.466	0.195	0.642	0.473	0.478	0.132	0.256	1.000	0.007	0.659	0.054	0.337	0.186	0.000	0.004	0.006	0.086
NFLAG_LAST_APPL_IN_DAY	0.011	0.003	0.016	0.000	0.010	0.046	0.087	0.235	0.039	0.000	0.002	0.002	0.001	0.000	0.722	0.006	0.045	0.024	0.110	0.143	0.046	0.064	0.169	0.089	0.019	0.016	0.074	0.007	1.000	0.178	0.006	0.000	0.015	0.000	0.002	0.004	0.022
PRODUCT_COMBINATION	0.116	0.183	0.225	0.014	0.180	0.424	0.320	0.186	0.239	0.804	0.513	0.492	0.999	0.550	0.249	0.060	0.312	0.265	0.556	1.000	0.437	0.472	0.806	0.888	0.560	0.156	0.765	0.659	0.178	1.000	0.121	0.380	0.511	0.016	0.003	0.013	0.081
RATE_DOWN_PAYMENT	-0.178	-0.198	-0.327	0.918	-0.198	0.090	-0.335	0.067	-0.294	-0.001	-0.288	-0.342	-0.343	-0.339	0.000	0.029	0.075	0.086	0.100	0.161	0.093	0.025	0.153	0.159	0.087	0.033	0.168	0.054	0.006	0.121	1.000	-0.237	-0.318	-0.023	0.002	-0.005	0.010
RATE_INTEREST_PRIMARY	-0.092	-0.128	-0.086	-0.277	-0.128	0.432	0.072	0.109	0.455	NaN	0.462	0.444	0.461	0.442	1.000	-0.051	1.000	0.026	1.000	1.000	0.273	0.244	1.000	1.000	0.264	0.000	1.000	0.337	0.000	0.380	-0.237	1.000	0.782	-0.047	-0.002	-0.009	0.041
RATE_INTEREST_PRIVILEGED	-0.186	-0.238	-0.184	-0.409	-0.238	0.592	-0.055	0.000	0.638	NaN	0.651	0.605	0.647	0.602	1.000	-0.059	1.000	0.152	1.000	1.000	0.315	0.381	1.000	1.000	0.322	0.000	1.000	0.186	0.015	0.511	-0.318	0.782	1.000	-0.094	-0.029	-0.019	0.027
SELLERPLACE_AREA	-0.413	0.048	-0.009	0.055	-0.456	0.002	-0.255	0.000	-0.404	0.162	-0.173	-0.233	-0.318	-0.237	0.000	0.139	0.000	0.002	0.000	0.001	0.029	0.000	0.001	0.001	0.008	0.000	0.005	0.000	0.000	0.016	-0.023	-0.047	-0.094	1.000	-0.001	-0.027	0.001
SK_ID_CURR	0.001	0.001	0.000	0.003	0.001	0.003	-0.000	0.002	-0.000	-0.001	-0.000	0.001	0.000	0.001	0.002	0.003	0.004	0.004	0.001	0.003	0.003	0.003	0.003	0.003	0.002	0.002	0.002	0.004	0.002	0.003	0.002	-0.002	-0.029	-0.001	1.000	-0.000	0.002
SK_ID_PREV	0.013	-0.012	-0.012	-0.004	0.015	0.019	0.010	0.012	0.023	-0.001	0.002	0.003	0.003	0.003	0.007	-0.003	0.009	0.011	0.031	0.017	0.010	0.017	0.021	0.006	0.010	0.005	0.016	0.006	0.004	0.013	-0.005	-0.009	-0.019	-0.027	-0.000	1.000	0.002
WEEKDAY_APPR_PROCESS_START	0.020	0.018	0.020	0.001	0.025	0.076	0.041	0.021	0.033	0.042	0.019	0.045	0.049	0.047	0.009	0.025	0.066	0.060	0.058	0.110	0.081	0.048	0.093	0.090	0.077	0.056	0.044	0.086	0.022	0.081	0.010	0.041	0.027	0.001	0.002	0.002	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	SK_ID_PREV	SK_ID_CURR	NAME_CONTRACT_TYPE	AMT_ANNUITY	AMT_APPLICATION	AMT_CREDIT	AMT_DOWN_PAYMENT	AMT_GOODS_PRICE	WEEKDAY_APPR_PROCESS_START	HOUR_APPR_PROCESS_START	FLAG_LAST_APPL_PER_CONTRACT	NFLAG_LAST_APPL_IN_DAY	RATE_DOWN_PAYMENT	RATE_INTEREST_PRIMARY	RATE_INTEREST_PRIVILEGED	NAME_CASH_LOAN_PURPOSE	NAME_CONTRACT_STATUS	DAYS_DECISION	NAME_PAYMENT_TYPE	CODE_REJECT_REASON	NAME_TYPE_SUITE	NAME_CLIENT_TYPE	NAME_GOODS_CATEGORY	NAME_PORTFOLIO	NAME_PRODUCT_TYPE	CHANNEL_TYPE	SELLERPLACE_AREA	NAME_SELLER_INDUSTRY	CNT_PAYMENT	NAME_YIELD_GROUP	PRODUCT_COMBINATION	DAYS_FIRST_DRAWING	DAYS_FIRST_DUE	DAYS_LAST_DUE_1ST_VERSION	DAYS_LAST_DUE	DAYS_TERMINATION	NFLAG_INSURED_ON_APPROVAL
0	2030495	271877	Consumer loans	1730.430	17145.0	17145.0	0.0	17145.0	SATURDAY	15	Y	1	0.0	0.182832	0.867336	XAP	Approved	-73	Cash through the bank	XAP	NaN	Repeater	Mobile	POS	XNA	Country-wide	35	Connectivity	12.0	middle	POS mobile with interest	365243.0	-42.0	300.0	-42.0	-37.0	0.0
1	2802425	108129	Cash loans	25188.615	607500.0	679671.0	NaN	607500.0	THURSDAY	11	Y	1	NaN	NaN	NaN	XNA	Approved	-164	XNA	XAP	Unaccompanied	Repeater	XNA	Cash	x-sell	Contact center	-1	XNA	36.0	low_action	Cash X-Sell: low	365243.0	-134.0	916.0	365243.0	365243.0	1.0
2	2523466	122040	Cash loans	15060.735	112500.0	136444.5	NaN	112500.0	TUESDAY	11	Y	1	NaN	NaN	NaN	XNA	Approved	-301	Cash through the bank	XAP	Spouse, partner	Repeater	XNA	Cash	x-sell	Credit and cash offices	-1	XNA	12.0	high	Cash X-Sell: high	365243.0	-271.0	59.0	365243.0	365243.0	1.0
3	2819243	176158	Cash loans	47041.335	450000.0	470790.0	NaN	450000.0	MONDAY	7	Y	1	NaN	NaN	NaN	XNA	Approved	-512	Cash through the bank	XAP	NaN	Repeater	XNA	Cash	x-sell	Credit and cash offices	-1	XNA	12.0	middle	Cash X-Sell: middle	365243.0	-482.0	-152.0	-182.0	-177.0	1.0
4	1784265	202054	Cash loans	31924.395	337500.0	404055.0	NaN	337500.0	THURSDAY	9	Y	1	NaN	NaN	NaN	Repairs	Refused	-781	Cash through the bank	HC	NaN	Repeater	XNA	Cash	walk-in	Credit and cash offices	-1	XNA	24.0	high	Cash Street: high	NaN	NaN	NaN	NaN	NaN	NaN
5	1383531	199383	Cash loans	23703.930	315000.0	340573.5	NaN	315000.0	SATURDAY	8	Y	1	NaN	NaN	NaN	Everyday expenses	Approved	-684	Cash through the bank	XAP	Family	Repeater	XNA	Cash	x-sell	Credit and cash offices	-1	XNA	18.0	low_normal	Cash X-Sell: low	365243.0	-654.0	-144.0	-144.0	-137.0	1.0
6	2315218	175704	Cash loans	NaN	0.0	0.0	NaN	NaN	TUESDAY	11	Y	1	NaN	NaN	NaN	XNA	Canceled	-14	XNA	XAP	NaN	Repeater	XNA	XNA	XNA	Credit and cash offices	-1	XNA	NaN	XNA	Cash	NaN	NaN	NaN	NaN	NaN	NaN
7	1656711	296299	Cash loans	NaN	0.0	0.0	NaN	NaN	MONDAY	7	Y	1	NaN	NaN	NaN	XNA	Canceled	-21	XNA	XAP	NaN	Repeater	XNA	XNA	XNA	Credit and cash offices	-1	XNA	NaN	XNA	Cash	NaN	NaN	NaN	NaN	NaN	NaN
8	2367563	342292	Cash loans	NaN	0.0	0.0	NaN	NaN	MONDAY	15	Y	1	NaN	NaN	NaN	XNA	Canceled	-386	XNA	XAP	NaN	Repeater	XNA	XNA	XNA	Credit and cash offices	-1	XNA	NaN	XNA	Cash	NaN	NaN	NaN	NaN	NaN	NaN
9	2579447	334349	Cash loans	NaN	0.0	0.0	NaN	NaN	SATURDAY	15	Y	1	NaN	NaN	NaN	XNA	Canceled	-57	XNA	XAP	NaN	Repeater	XNA	XNA	XNA	Credit and cash offices	-1	XNA	NaN	XNA	Cash	NaN	NaN	NaN	NaN	NaN	NaN

	SK_ID_PREV	SK_ID_CURR	NAME_CONTRACT_TYPE	AMT_ANNUITY	AMT_APPLICATION	AMT_CREDIT	AMT_DOWN_PAYMENT	AMT_GOODS_PRICE	WEEKDAY_APPR_PROCESS_START	HOUR_APPR_PROCESS_START	FLAG_LAST_APPL_PER_CONTRACT	NFLAG_LAST_APPL_IN_DAY	RATE_DOWN_PAYMENT	RATE_INTEREST_PRIMARY	RATE_INTEREST_PRIVILEGED	NAME_CASH_LOAN_PURPOSE	NAME_CONTRACT_STATUS	DAYS_DECISION	NAME_PAYMENT_TYPE	CODE_REJECT_REASON	NAME_TYPE_SUITE	NAME_CLIENT_TYPE	NAME_GOODS_CATEGORY	NAME_PORTFOLIO	NAME_PRODUCT_TYPE	CHANNEL_TYPE	SELLERPLACE_AREA	NAME_SELLER_INDUSTRY	CNT_PAYMENT	NAME_YIELD_GROUP	PRODUCT_COMBINATION	DAYS_FIRST_DRAWING	DAYS_FIRST_DUE	DAYS_LAST_DUE_1ST_VERSION	DAYS_LAST_DUE	DAYS_TERMINATION	NFLAG_INSURED_ON_APPROVAL
1670204	1407146	198989	Cash loans	36598.095	450000.0	570073.5	NaN	450000.0	THURSDAY	12	Y	1	NaN	NaN	NaN	XNA	Refused	-848	Cash through the bank	HC	Unaccompanied	Repeater	XNA	Cash	x-sell	Credit and cash offices	100	XNA	24.0	middle	Cash X-Sell: middle	NaN	NaN	NaN	NaN	NaN	NaN
1670205	2815130	338803	Cash loans	14584.050	135000.0	182956.5	NaN	135000.0	SATURDAY	10	Y	1	NaN	NaN	NaN	XNA	Refused	-1407	Cash through the bank	LIMIT	Unaccompanied	Repeater	XNA	Cash	walk-in	Credit and cash offices	100	XNA	24.0	high	Cash Street: high	NaN	NaN	NaN	NaN	NaN	NaN
1670206	2459206	238591	Cash loans	19401.435	180000.0	243936.0	0.0	180000.0	TUESDAY	13	Y	1	0.000000	NaN	NaN	Purchase of electronic equipment	Approved	-1833	Cash through the bank	XAP	Unaccompanied	New	XNA	Cash	walk-in	Credit and cash offices	100	XNA	24.0	high	Cash Street: high	365243.0	-1802.0	-1112.0	-1112.0	-1100.0	0.0
1670207	1662353	443544	Cash loans	12607.875	112500.0	112500.0	0.0	112500.0	MONDAY	10	Y	1	0.000000	NaN	NaN	XNA	Refused	-2514	Cash through the bank	SCO	Unaccompanied	Repeater	XNA	Cash	walk-in	Credit and cash offices	100	XNA	12.0	high	Cash Street: high	NaN	NaN	NaN	NaN	NaN	NaN
1670208	1556789	209732	Cash loans	22299.390	315000.0	436216.5	NaN	315000.0	THURSDAY	17	Y	1	NaN	NaN	NaN	XNA	Approved	-1279	Cash through the bank	XAP	Unaccompanied	Refreshed	XNA	Cash	x-sell	Credit and cash offices	100	XNA	36.0	middle	Cash X-Sell: middle	365243.0	-1249.0	-199.0	-919.0	-912.0	1.0
1670209	2300464	352015	Consumer loans	14704.290	267295.5	311400.0	0.0	267295.5	WEDNESDAY	12	Y	1	0.000000	NaN	NaN	XAP	Approved	-544	Cash through the bank	XAP	NaN	Refreshed	Furniture	POS	XNA	Stone	43	Furniture	30.0	low_normal	POS industry with interest	365243.0	-508.0	362.0	-358.0	-351.0	0.0
1670210	2357031	334635	Consumer loans	6622.020	87750.0	64291.5	29250.0	87750.0	TUESDAY	15	Y	1	0.340554	NaN	NaN	XAP	Approved	-1694	Cash through the bank	XAP	Unaccompanied	New	Furniture	POS	XNA	Stone	43	Furniture	12.0	middle	POS industry with interest	365243.0	-1604.0	-1274.0	-1304.0	-1297.0	0.0
1670211	2659632	249544	Consumer loans	11520.855	105237.0	102523.5	10525.5	105237.0	MONDAY	12	Y	1	0.101401	NaN	NaN	XAP	Approved	-1488	Cash through the bank	XAP	Spouse, partner	Repeater	Consumer Electronics	POS	XNA	Country-wide	1370	Consumer electronics	10.0	low_normal	POS household with interest	365243.0	-1457.0	-1187.0	-1187.0	-1181.0	0.0
1670212	2785582	400317	Cash loans	18821.520	180000.0	191880.0	NaN	180000.0	WEDNESDAY	9	Y	1	NaN	NaN	NaN	XNA	Approved	-1185	Cash through the bank	XAP	Family	Repeater	XNA	Cash	x-sell	AP+ (Cash loan)	-1	XNA	12.0	low_normal	Cash X-Sell: low	365243.0	-1155.0	-825.0	-825.0	-817.0	1.0
1670213	2418762	261212	Cash loans	16431.300	360000.0	360000.0	NaN	360000.0	SUNDAY	10	Y	1	NaN	NaN	NaN	XNA	Approved	-1193	Cash through the bank	XAP	Family	Repeater	XNA	Cash	x-sell	AP+ (Cash loan)	-1	XNA	48.0	middle	Cash X-Sell: middle	365243.0	-1163.0	247.0	-443.0	-423.0	0.0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values